Phase1:

Proplem:

We live in a time when video games are extremely popular. The global video game market continues to grow year-on-year, and the industry is now valued at over $100 billion worldwide. With technology continuously pushing the boundaries, video games have only become more popular and more high-quality. Gameplay mechanics, cutting-edge graphics, and intricate storylines make today’s games more immersive than ever before. We chose this dataset to gain insights on the popularity of upcoming games.

Class label:

Popular’ is our class label, we will use Global_Sales attribute to predict whether a game will sell 1000000 or more globally.

Data Mining Task:

Our data mining task is to predict the popularity of upcoming games using regression.

Description of the dataset:

The dataset provided by vgchartz.com supply us with a valuable resource to explore the platforms and genres of the top 16599 global video games. Through it, we can analyze the most popular platforms and genres that are influencing global sales, and detectr how regions’ sales affect global sales.

Our goal:

Our goal from studying this dataset is to utilize regression techniques on the input data to make predictions about the popularity of upcoming games.

Attributes description:

Attributes name Description Data type
Rank Ranking of the game based on global sales. Numeric
Name Name of the game. Nominal
Platform Platform the game was released on. Nominal
Year Year the game was released. Ordinal
Genre Genre of the game Nominal
Publisher Publisher of the game. Nominal
NA_Sales Sales of the game in North America Numeric (ratio-scaled)
EU_Sales Sales of the game in Europe Numeric (ratio-scaled)
JP_Sales Sales of the game in Japan Numeric (ratio-scaled)
Other_Sales Sales of the game in other regions Numeric (ratio-scaled)
Global_Sales Total sales of the game worldwide Numeric (ratio-scaled)

loading libraries needed for our data mining tasks:

<<<<<<< Updated upstream
library(outliers) 
library(dplyr)
library(Hmisc)
library(ggplot2)
library(mlbench)
library(caret)
library(factoextra)
library(cluster)
=======

library(outliers) 
library(dplyr)

Attaching package: ‘dplyr’

The following objects are masked from ‘package:stats’:

    filter, lag

The following objects are masked from ‘package:base’:

    intersect, setdiff, setequal, union
library(Hmisc)
Registered S3 method overwritten by 'htmlwidgets':
  method           from         
  print.htmlwidget tools:rstudio
Registered S3 method overwritten by 'data.table':
  method           from
  print.data.table     

Attaching package: ‘Hmisc’

The following objects are masked from ‘package:dplyr’:

    src, summarize

The following objects are masked from ‘package:base’:

    format.pval, units
library(ggplot2)
library(mlbench)
library(caret)
Loading required package: lattice
library(factoextra)
Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
library(cluster)
>>>>>>> Stashed changes
options(max.print=9999999)

Importing our dataset:

dataset=read.csv("Dataset/vgsales.csv")

General info about our dataset:

checking number of rows and columns, and cheking dimensionality and coulumns names:

<<<<<<< Updated upstream
nrow(dataset)
ncol(dataset)
dim(dataset)
names(dataset)
=======
nrow(dataset)
[1] 16598
ncol(dataset)
[1] 11
dim(dataset)
[1] 16598    11
names(dataset)
 [1] "Rank"         "Name"         "Platform"     "Year"         "Genre"        "Publisher"    "NA_Sales"     "EU_Sales"     "JP_Sales"    
[10] "Other_Sales"  "Global_Sales"
>>>>>>> Stashed changes

Dataset structure:

str(dataset)
<<<<<<< Updated upstream =======
'data.frame':   16598 obs. of  11 variables:
 $ Rank        : int  1 2 3 4 5 6 7 8 9 10 ...
 $ Name        : chr  "Wii Sports" "Super Mario Bros." "Mario Kart Wii" "Wii Sports Resort" ...
 $ Platform    : chr  "Wii" "NES" "Wii" "Wii" ...
 $ Year        : chr  "2006" "1985" "2008" "2009" ...
 $ Genre       : chr  "Sports" "Platform" "Racing" "Sports" ...
 $ Publisher   : chr  "Nintendo" "Nintendo" "Nintendo" "Nintendo" ...
 $ NA_Sales    : num  41.5 29.1 15.8 15.8 11.3 ...
 $ EU_Sales    : num  29.02 3.58 12.88 11.01 8.89 ...
 $ JP_Sales    : num  3.77 6.81 3.79 3.28 10.22 ...
 $ Other_Sales : num  8.46 0.77 3.31 2.96 1 0.58 2.9 2.85 2.26 0.47 ...
 $ Global_Sales: num  82.7 40.2 35.8 33 31.4 ...
>>>>>>> Stashed changes

sample of raw dataset(first 10 rows):

head(dataset, 10)
<<<<<<< Updated upstream =======
>>>>>>> Stashed changes

sample of raw dataset(last 10 rows):

tail(dataset, 10)
<<<<<<< Updated upstream =======
>>>>>>> Stashed changes

Five number summary of each attribute in our dataset:

summary(dataset)
<<<<<<< Updated upstream =======
      Rank           Name             Platform             Year              Genre            Publisher            NA_Sales          EU_Sales      
 Min.   :    1   Length:16598       Length:16598       Length:16598       Length:16598       Length:16598       Min.   : 0.0000   Min.   : 0.0000  
 1st Qu.: 4151   Class :character   Class :character   Class :character   Class :character   Class :character   1st Qu.: 0.0000   1st Qu.: 0.0000  
 Median : 8300   Mode  :character   Mode  :character   Mode  :character   Mode  :character   Mode  :character   Median : 0.0800   Median : 0.0200  
 Mean   : 8301                                                                                                  Mean   : 0.2647   Mean   : 0.1467  
 3rd Qu.:12450                                                                                                  3rd Qu.: 0.2400   3rd Qu.: 0.1100  
 Max.   :16600                                                                                                  Max.   :41.4900   Max.   :29.0200  
    JP_Sales         Other_Sales        Global_Sales    
 Min.   : 0.00000   Min.   : 0.00000   Min.   : 0.0100  
 1st Qu.: 0.00000   1st Qu.: 0.00000   1st Qu.: 0.0600  
 Median : 0.00000   Median : 0.01000   Median : 0.1700  
 Mean   : 0.07778   Mean   : 0.04806   Mean   : 0.5374  
 3rd Qu.: 0.04000   3rd Qu.: 0.04000   3rd Qu.: 0.4700  
 Max.   :10.22000   Max.   :10.57000   Max.   :82.7400  
>>>>>>> Stashed changes

variance of numeric data:

<<<<<<< Updated upstream
var(dataset$NA_Sales)
var(dataset$EU_Sales)
var(dataset$JP_Sales)
var(dataset$Other_Sales)
var(dataset$Global_Sales)
=======
var(dataset$NA_Sales)
[1] 0.6669712
var(dataset$EU_Sales)
[1] 0.2553799
var(dataset$JP_Sales)
[1] 0.0956607
var(dataset$Other_Sales)
[1] 0.03556559
var(dataset$Global_Sales)
[1] 2.418112
>>>>>>> Stashed changes

Graphs:

dataset2 <- dataset %>% sample_n(50)
tab <- dataset2$Platform %>% table()
precentages <- tab %>% prop.table() %>% round(3) * 100 
txt <- paste0(names(tab), '\n', precentages, '%') 

pie(tab, labels=txt , main = "Pie chart of Platform") 
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

This pie chart illustrate platforms of global video games , We notice from the pie chart of platform attribute that releasing a game for PS users will increase the popularity of the game since it is the most common platform among gamers.

# coloring barplot and adding text
tab<-dataset$Genre %>% table() 

precentages<-tab %>% prop.table() %>% round(3)*100 

txt<-paste0(names(tab), '\n',precentages,'%') 

bb <- dataset$Genre %>% table() %>% barplot(axisnames=F, main = "Barplot for Popular genres ",ylab='count',col=c('pink','blue','lightblue','green','lightgreen','red','orange','red','grey','yellow','azure','olivedrab')) 

text(bb,tab/2,labels=txt,cex=1.5) 
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

This barplot illustrates popularity of global video games genres ,In terms of genre, action games are the most popular, followed by sports and music games. It is safe to assume that a high number of genres of this nature exist due to their popularity and sales.

boxplot(dataset$NA_Sales , main="
BoxPlot for NA_Sales")
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

The boxplot of the NA_Sales (Sales of the game in north America) attribute indicates that the values are close to each other ,and there are a lot of outliers since the dataset represents all the north America sales of video games.

boxplot(dataset$EU_Sales, main="
 BoxPlot for EU_Sales")
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

The boxplot of the EU_Sales (sales of the game in Europe) attribute indicates that the values are close to each other, and there are a lot of outliers since the dataset represents all the Europe sales of video games.

boxplot(dataset$JP_Sales , main="
 BoxPlot for JP_Sales")
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

The boxplot of the JP_Sales (sales of the game in Japan) attribute indicates that the values are close to each other, and there are a lot of outliers since the dataset represents all the Japan sales of video games.

boxplot(dataset$Other_Sales , main="
 BoxPlot for Other_Sales") 
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

The boxplot of the Other-sales attribute indicate that the values are close to each other ,and there is a lot of outliers since the dataset represents the global sales of video games.

boxplot(dataset$Global_Sales , main="BoxPlot for Global_Sales")
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

The boxplot of the Global-sales attribute indicate that the values are close to each other ,and there is a lot of outliers since the dataset represents the global sales of video games.

qplot(data = dataset, x=Global_Sales,y=Genre,fill=I("yellow"),width=0.5 ,geom = "boxplot" , main = "BoxPlots for genre and Global_Sales")
<<<<<<< Updated upstream =======
Warning: `qplot()` was deprecated in ggplot2 3.4.0.

>>>>>>> Stashed changes

In the boxplot we can see that all the genres have Glob_ sales close to each other, but we notice an outlier that reaches more than 80 Glob_ sales which is a game with genre sports.

dataset$Year %>% table() %>% barplot( main = "Barplot for year")
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

The barplot of year illustrate that the number of video games were low from 1980 until 2000 , then number of games increased to more than 1200 till 2012.

pairs(~NA_Sales + EU_Sales + JP_Sales + Other_Sales + Global_Sales, data = dataset,
      main = "Sales Scatterplot")
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

We used Scatterplot to determine the type of correlation we have between the sales; we can see that the majority have positive correlation with each other.

(Pre - processing):

Varaible transformation:

dataset$Rank=as.character(dataset$Rank)

We transformed the Rank from numric to char,because we will use them as ordinal data.

Null checking:

we checked nulls values to know how many nulls values we have, so we can determine how we will deal with them.

<<<<<<< Updated upstream
sum(is.na(dataset$Rank))
NullRank<-dataset[dataset$Rank=="N/A",]
NullRank
=======
sum(is.na(dataset$Rank))
[1] 0
NullRank<-dataset[dataset$Rank=="N/A",]
NullRank
>>>>>>> Stashed changes

checking for nulls in Rank (there is no nulls)

<<<<<<< Updated upstream
sum(is.na(dataset$Name))
NullName<-dataset[dataset$Name=="N/A",]
NullName
=======
sum(is.na(dataset$Name))
[1] 0
NullName<-dataset[dataset$Name=="N/A",]
NullName
>>>>>>> Stashed changes

checking for nulls in name (there is no nulls)

<<<<<<< Updated upstream
sum(is.na(dataset$Platform))
NullPlatform<-dataset[dataset$Platform=="N/A",]
=======

sum(is.na(dataset$Platform))
[1] 0
NullPlatform<-dataset[dataset$Platform=="N/A",]
>>>>>>> Stashed changes

checking for nulls in Platform(there is no nulls)

<<<<<<< Updated upstream
sum(is.na(dataset$Year))
NullYear<-dataset[dataset$Year=="N/A",]
NullYear
=======
sum(is.na(dataset$Year))
[1] 0
NullYear<-dataset[dataset$Year=="N/A",]
NullYear
>>>>>>> Stashed changes

checking for nulls in year we won’t delete the null and we will leave them as global constant because we want the sales data out of them.

<<<<<<< Updated upstream
sum(is.na(dataset$Genre))
NullGenre<-dataset[dataset$Genre=="N/A",]
NullGenre
=======
sum(is.na(dataset$Genre))
[1] 0
NullGenre<-dataset[dataset$Genre=="N/A",]
NullGenre
>>>>>>> Stashed changes

checking for nulls in Genre(there is no nulls)

<<<<<<< Updated upstream
sum(is.na(dataset$Publisher))
NullPublisher<-dataset[dataset$Publisher=="N/A",]
NullPublisher
=======
sum(is.na(dataset$Publisher))
[1] 0
NullPublisher<-dataset[dataset$Publisher=="N/A",]
NullPublisher
>>>>>>> Stashed changes

checking for nulls in Publisher. we won’t delete the null and we will leave them as global constant as it is because we want the sales data of them.

<<<<<<< Updated upstream
sum(is.na(dataset$NA_Sales))
NullNA_Sales<-dataset[dataset$NA_Sales=="N/A",]
NullNA_Sales
=======
sum(is.na(dataset$NA_Sales))
[1] 0
NullNA_Sales<-dataset[dataset$NA_Sales=="N/A",]
NullNA_Sales
>>>>>>> Stashed changes

checking for nulls in NA_Sales (there is no nulls)

<<<<<<< Updated upstream
sum(is.na(dataset$EU_Sales))
NullEU_Sales<-dataset[dataset$EU_Sales=="N/A",]
NullEU_Sales
=======
sum(is.na(dataset$EU_Sales))
[1] 0
NullEU_Sales<-dataset[dataset$EU_Sales=="N/A",]
NullEU_Sales
>>>>>>> Stashed changes

checking for nulls in EU_Sales (there is no nulls)

<<<<<<< Updated upstream
sum(is.na(dataset$JP_Sales))
NullJP_Sales<-dataset[dataset$JP_Sales=="N/A",]
NullJP_Sales
=======
sum(is.na(dataset$JP_Sales))
[1] 0
NullJP_Sales<-dataset[dataset$JP_Sales=="N/A",]
NullJP_Sales
>>>>>>> Stashed changes

checking for nulls in JP_Sales (there is no nulls)

<<<<<<< Updated upstream
sum(is.na(dataset$Other_Sales))
NullOther_Sales<-dataset[dataset$Other_Sales=="N/A",]
=======

sum(is.na(dataset$Other_Sales))
[1] 0
NullOther_Sales<-dataset[dataset$Other_Sales=="N/A",]
>>>>>>> Stashed changes

There is no null values in the other_sales.

<<<<<<< Updated upstream
sum(is.na(dataset$Global_Sales))
NullGlobal_Sales<-dataset[dataset$Global_Saless=="N/A",]
=======

sum(is.na(dataset$Global_Sales))
[1] 0
NullGlobal_Sales<-dataset[dataset$Global_Saless=="N/A",]
>>>>>>> Stashed changes

There is no null values in the Global_Sales.

Encoding:

We will encode our categorical data since most machine learning algorithms work with numbers rather than text.

dataset$Platform=factor(dataset$Platform,levels=c("2600","3DO","3DS","DC","DS","GB","GBA","GC","GEN","GG","N64","NES","NG","PC","PCFX","PS","PS2","PS3","PS4","PSP","PSV","SAT","SCD","SNES","TG16","Wii","WiiU","WS","X360","XB","XOne"), labels=c(1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31))

this column will be encoded to facilitate our data mining task.

dataset$Genre=factor(dataset$Genre,levels=c("Action","Adventure","Fighting","Platform","Puzzle","Racing","Role-Playing","Shooter","Simulation","Sports","Strategy","Misc"),labels=c(1,2,3,4,5,6,7,8,9,10,11,12))

Since most machine learning algorithms work with numbers and not with text or categorical variables, this column will be encoded to facilitate our data mining task.

Outliers:

Analyses and statistical models can be ruined by outliers, making it difficult to detect a true effect. Therefore, we are checking for them and removing them if we find any.

outlier of NA_Sales

<<<<<<< Updated upstream
OutNA_Sales = outlier(dataset$NA_Sales, logical =TRUE)
sum(OutNA_Sales)
Find_outlier = which(OutNA_Sales ==TRUE, arr.ind = TRUE)
=======

OutNA_Sales = outlier(dataset$NA_Sales, logical =TRUE)
sum(OutNA_Sales)
[1] 1
Find_outlier = which(OutNA_Sales ==TRUE, arr.ind = TRUE)
>>>>>>> Stashed changes

outlier of EU_Sales

<<<<<<< Updated upstream
OutEU_Sales = outlier(dataset$EU_Sales, logical =TRUE)
sum(OutEU_Sales)
Find_outlier = which(OutEU_Sales ==TRUE, arr.ind = TRUE)
=======
OutEU_Sales = outlier(dataset$EU_Sales, logical =TRUE)
sum(OutEU_Sales)
[1] 1
Find_outlier = which(OutEU_Sales ==TRUE, arr.ind = TRUE)
>>>>>>> Stashed changes

outlier of JP_Sales

<<<<<<< Updated upstream
OutJP_Sales = outlier(dataset$JP_Sales, logical =TRUE)
sum(OutJP_Sales)
Find_outlier = which(OutJP_Sales ==TRUE, arr.ind = TRUE)
=======
OutJP_Sales = outlier(dataset$JP_Sales, logical =TRUE)
sum(OutJP_Sales)
[1] 1
Find_outlier = which(OutJP_Sales ==TRUE, arr.ind = TRUE)
>>>>>>> Stashed changes

outlier of other_sales

<<<<<<< Updated upstream
OutOS=outlier(dataset$Other_Sales, logical=TRUE)  
sum(OutOS)  
Find_outlier=which(OutOS==TRUE, arr.ind=TRUE)  
=======

OutOS=outlier(dataset$Other_Sales, logical=TRUE)  
sum(OutOS)  
[1] 1
Find_outlier=which(OutOS==TRUE, arr.ind=TRUE)  
>>>>>>> Stashed changes

outlier of Global_sales

<<<<<<< Updated upstream
OutGS=outlier(dataset$Global_Sales, logical=TRUE)  
sum(OutGS)  
Find_outlier=which(OutGS==TRUE, arr.ind=TRUE)  
=======

OutGS=outlier(dataset$Global_Sales, logical=TRUE)  
sum(OutGS)  
[1] 1
Find_outlier=which(OutGS==TRUE, arr.ind=TRUE)  
>>>>>>> Stashed changes

Remove outliers

dataset= dataset[-Find_outlier,]

Normalization:

The normalization of data will improve the performance of many machine learning algorithms by accounting for differences in the scale of the input features.

Dataset before normalization:

datsetWithoutNormalization<-dataset
normalize <- function(x) {return ((x - min(x)) / (max(x) - min(x)))}
dataset$NA_Sales<-normalize(datsetWithoutNormalization$NA_Sales)
dataset$EU_Sales<-normalize(datsetWithoutNormalization$EU_Sales)
dataset$JP_Sales<-normalize(datsetWithoutNormalization$JP_Sales)
dataset$Other_Sales<-normalize(datsetWithoutNormalization$Other_Sales)
dataset$Global_Sales<-normalize(datsetWithoutNormalization$Global_Sales)

We chose min-max normalization instead of z-score normalization because min-max transform the data into a specific range, which enhances its suitability for visualization and comparison. Additionally, it simplifies the process of assessing attribute importance and their contributions to the model.

Feautre selection:

Our class label (popular) refers to Global_Sales.because we have multiple regions sales we chose to evaluate each region sales based on their importance to (global_sales) column,and those that are less important will be deleted from the dataset.

Use roc_curve area as score

roc_imp <- filterVarImp(x = dataset[,7:10], y = dataset$Global_Sales)

Sort the score in decreasing order

roc_imp <- data.frame(cbind(variable = rownames(roc_imp), score = roc_imp[,1]))
roc_imp$score <- as.double(roc_imp$score)
roc_imp[order(roc_imp$score,decreasing = TRUE),]
<<<<<<< Updated upstream =======
>>>>>>> Stashed changes

we will remove the (JP_Sales) because it is of low importance to our class_label(Global_Sales)

dataset<- dataset[,-9]

Dataset balncing and discritization:

<<<<<<< Updated upstream
#Discritization

dataBeforDiscertize=(dataset[,7:10])
library("arules")
dataAfterDiscertize=discretizeDF(
dataBeforDiscertize)
unique(dataAfterDiscertize[,1])
unique(dataAfterDiscertize[,2])
unique(dataAfterDiscertize[,3])
unique(dataAfterDiscertize[,4])
levels(dataAfterDiscertize$NA_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$EU_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$Other_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$Global_Sales)<-c("low","medium","high")
#Balancing
dataset[,7:10]=dataAfterDiscertize[,1:4]
=======

#Discritization

dataBeforDiscertize=(dataset[,7:10])
library("arules")
Loading required package: Matrix

Attaching package: ‘arules’

The following object is masked from ‘package:dplyr’:

    recode

The following objects are masked from ‘package:base’:

    abbreviate, write
dataAfterDiscertize=discretizeDF(
dataBeforDiscertize)
Warning: The calculated breaks are: 0, 0, 0.0046583850931677, 1
  Only unique breaks are used reducing the number of intervals. Look at ? discretize for details.Warning: The calculated breaks are: 0, 0, 0.00189214758751183, 1
  Only unique breaks are used reducing the number of intervals. Look at ? discretize for details.
unique(dataAfterDiscertize[,1])
[1] [0.0055,1]        [0.000688,0.0055) [0,0.000688)     
Levels: [0,0.000688) [0.000688,0.0055) [0.0055,1]
unique(dataAfterDiscertize[,2])
[1] [0.00466,1] [0,0.00466)
Levels: [0,0.00466) [0.00466,1]
unique(dataAfterDiscertize[,3])
[1] [0.00189,1] [0,0.00189)
Levels: [0,0.00189) [0.00189,1]
unique(dataAfterDiscertize[,4])
[1] [0.00795,1]       [0.00199,0.00795) [0,0.00199)      
Levels: [0,0.00199) [0.00199,0.00795) [0.00795,1]
levels(dataAfterDiscertize$NA_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$EU_Sales)<-c("low","high")
levels(dataAfterDiscertize$Other_Sales)<-c("low","high")
levels(dataAfterDiscertize$Global_Sales)<-c("low","medium","high")

#Balancing

>>>>>>> Stashed changes
library(groupdata2)
dataset<-downsample(dataset,cat_col="Global_Sales")

Dataset after pre-processing:

print(dataset)
<<<<<<< Updated upstream =======
>>>>>>> Stashed changes

We performed balancing and discritization because we notice from the graphs that our dataset is inbalanced.

Data Mining Techniques:

Classification:

The goal of classification is to build a model or algorithm that can generalize patterns and relationships observed in the training data to make accurate predictions on unseen data. The model learns from the labeled examples in the training set, where each example consists of a set of input features and a corresponding known class label.

information gain(ID3 alogrithm)

The ID3 (Iterative Dichotomiser 3) algorithm utilizes information gain as a key criterion for splitting nodes in the tree. It was developed by Ross Quinlan and is one of the earliest algorithms for building decision trees.In order to construct a decision tree, each node must be selected in a recursive manner for the maximum Information Gain. At each step, the algorithm selects the attribute with the highest Information Gain to split the data, and this process continues until a stopping criterion is reached.

ID3 alogrithm:90% taining set, 10% testing set

<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.9, 0.1))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
<<<<<<< Updated upstream
table(predict(dataset_ctree), trainData$Global_Sales)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)
 
acc90ctree <- co_result$overall["Accuracy"]
acc90ctree=acc90ctree*100
======= table(predict(dataset_ctree), trainData$Global_Sales)
                    
                     0 0.000248570718369376 0.000497141436738752 0.000745712155108128 0.000994282873477504 0.00124285359184688 0.00149142431021626
  0.0159141753101485 1                    1                    1                    1                    1                   1                   1
  0.0219985085756898 0                    0                    0                    0                    0                   0                   0
  0.0303256276410639 0                    0                    0                    0                    0                   0                   0
  0.0319102659706686 0                    0                    0                    0                    0                   0                   0
  0.0395370848390983 0                    0                    0                    0                    0                   0                   0
  0.0526141353881846 0                    0                    0                    0                    0                   0                   0
  0.0579666915237385 0                    0                    0                    0                    0                   0                   0
  0.059260317006997  0                    0                    0                    0                    0                   0                   0
  0.0634352473278648 0                    0                    0                    0                    0                   0                   0
  0.0822097265050285 0                    0                    0                    0                    0                   0                   0
  0.0828292871544176 0                    0                    0                    0                    0                   0                   0
  0.0922907567202869 0                    0                    0                    0                    0                   0                   0
  0.0954511558538404 0                    0                    0                    0                    0                   0                   0
  0.099314079179851  0                    0                    0                    0                    0                   0                   0
  0.113555389841743  0                    0                    0                    0                    0                   0                   0
  0.132975391498881  0                    0                    0                    0                    0                   0                   0
  0.135384041759881  0                    0                    0                    0                    0                   0                   0
  0.152125279642058  0                    0                    0                    0                    0                   0                   0
  0.15243599304002   0                    0                    0                    0                    0                   0                   0
  0.173961840628507  0                    0                    0                    0                    0                   0                   0
  0.212329107631121  0                    0                    0                    0                    0                   0                   0
  0.246608317961197  0                    0                    0                    0                    0                   0                   0
  0.280462341536167  0                    0                    0                    0                    0                   0                   0
  0.360957825834783  0                    0                    0                    0                    0                   0                   0
  0.602653165351858  0                    0                    0                    0                    0                   0                   0
                    
                     0.00173999502858563 0.00198856574695501 0.00223713646532438 0.00248570718369376 0.00273427790206314 0.00298284862043251
  0.0159141753101485                   1                   1                   1                   1                   1                   1
  0.0219985085756898                   0                   0                   0                   0                   0                   0
  0.0303256276410639                   0                   0                   0                   0                   0                   0
  0.0319102659706686                   0                   0                   0                   0                   0                   0
  0.0395370848390983                   0                   0                   0                   0                   0                   0
  0.0526141353881846                   0                   0                   0                   0                   0                   0
  0.0579666915237385                   0                   0                   0                   0                   0                   0
  0.059260317006997                    0                   0                   0                   0                   0                   0
  0.0634352473278648                   0                   0                   0                   0                   0                   0
  0.0822097265050285                   0                   0                   0                   0                   0                   0
  0.0828292871544176                   0                   0                   0                   0                   0                   0
  0.0922907567202869                   0                   0                   0                   0                   0                   0
  0.0954511558538404                   0                   0                   0                   0                   0                   0
  0.099314079179851                    0                   0                   0                   0                   0                   0
  0.113555389841743                    0                   0                   0                   0                   0                   0
  0.132975391498881                    0                   0                   0                   0                   0                   0
  0.135384041759881                    0                   0                   0                   0                   0                   0
  0.152125279642058                    0                   0                   0                   0                   0                   0
  0.15243599304002                     0                   0                   0                   0                   0                   0
  0.173961840628507                    0                   0                   0                   0                   0                   0
  0.212329107631121                    0                   0                   0                   0                   0                   0
  0.246608317961197                    0                   0                   0                   0                   0                   0
  0.280462341536167                    0                   0                   0                   0                   0                   0
  0.360957825834783                    0                   0                   0                   0                   0                   0
  0.602653165351858                    0                   0                   0                   0                   0                   0
                    
                     0.00323141933880189 0.00347999005717126 0.00372856077554064 0.00397713149391002 0.00422570221227939 0.00447427293064877
  0.0159141753101485                   1                   1                   1                   1                   1                   1
  0.0219985085756898                   0                   0                   0                   0                   0                   0
  0.0303256276410639                   0                   0                   0                   0                   0                   0
  0.0319102659706686                   0                   0                   0                   0                   0                   0
  0.0395370848390983                   0                   0                   0                   0                   0                   0
  0.0526141353881846                   0                   0                   0                   0                   0                   0
  0.0579666915237385                   0                   0                   0                   0                   0                   0
  0.059260317006997                    0                   0                   0                   0                   0                   0
  0.0634352473278648                   0                   0                   0                   0                   0                   0
  0.0822097265050285                   0                   0                   0                   0                   0                   0
  0.0828292871544176                   0                   0                   0                   0                   0                   0
  0.0922907567202869                   0                   0                   0                   0                   0                   0
  0.0954511558538404                   0                   0                   0                   0                   0                   0
  0.099314079179851                    0                   0                   0                   0                   0                   0
  0.113555389841743                    0                   0                   0                   0                   0                   0
  0.132975391498881                    0                   0                   0                   0                   0                   0
  0.135384041759881                    0                   0                   0                   0                   0                   0
  0.152125279642058                    0                   0                   0                   0                   0                   0
  0.15243599304002                     0                   0                   0                   0                   0                   0
  0.173961840628507                    0                   0                   0                   0                   0                   0
  0.212329107631121                    0                   0                   0                   0                   0                   0
  0.246608317961197                    0                   0                   0                   0                   0                   0
  0.280462341536167                    0                   0                   0                   0                   0                   0
  0.360957825834783                    0                   0                   0                   0                   0                   0
  0.602653165351858                    0                   0                   0                   0                   0                   0
                    
                     0.00472284364901815 0.00497141436738752 0.0052199850857569 0.00546855580412627 0.00571712652249565 0.00596569724086503
  0.0159141753101485                   1                   1                  1                   1                   1                   1
  0.0219985085756898                   0                   0                  0                   0                   0                   0
  0.0303256276410639                   0                   0                  0                   0                   0                   0
  0.0319102659706686                   0                   0                  0                   0                   0                   0
  0.0395370848390983                   0                   0                  0                   0                   0                   0
  0.0526141353881846                   0                   0                  0                   0                   0                   0
  0.0579666915237385                   0                   0                  0                   0                   0                   0
  0.059260317006997                    0                   0                  0                   0                   0                   0
  0.0634352473278648                   0                   0                  0                   0                   0                   0
  0.0822097265050285                   0                   0                  0                   0                   0                   0
  0.0828292871544176                   0                   0                  0                   0                   0                   0
  0.0922907567202869                   0                   0                  0                   0                   0                   0
  0.0954511558538404                   0                   0                  0                   0                   0                   0
  0.099314079179851                    0                   0                  0                   0                   0                   0
  0.113555389841743                    0                   0                  0                   0                   0                   0
  0.132975391498881                    0                   0                  0                   0                   0                   0
  0.135384041759881                    0                   0                  0                   0                   0                   0
  0.152125279642058                    0                   0                  0                   0                   0                   0
  0.15243599304002                     0                   0                  0                   0                   0                   0
  0.173961840628507                    0                   0                  0                   0                   0                   0
  0.212329107631121                    0                   0                  0                   0                   0                   0
  0.246608317961197                    0                   0                  0                   0                   0                   0
  0.280462341536167                    0                   0                  0                   0                   0                   0
  0.360957825834783                    0                   0                  0                   0                   0                   0
  0.602653165351858                    0                   0                  0                   0                   0                   0
                    
                     0.00646283867760378 0.00671140939597315 0.00695998011434253 0.00720855083271191 0.00745712155108128 0.00770569226945066
  0.0159141753101485                   1                   1                   1                   1                   1                   1
  0.0219985085756898                   0                   0                   0                   0                   0                   0
  0.0303256276410639                   0                   0                   0                   0                   0                   0
  0.0319102659706686                   0                   0                   0                   0                   0                   0
  0.0395370848390983                   0                   0                   0                   0                   0                   0
  0.0526141353881846                   0                   0                   0                   0                   0                   0
  0.0579666915237385                   0                   0                   0                   0                   0                   0
  0.059260317006997                    0                   0                   0                   0                   0                   0
  0.0634352473278648                   0                   0                   0                   0                   0                   0
  0.0822097265050285                   0                   0                   0                   0                   0                   0
  0.0828292871544176                   0                   0                   0                   0                   0                   0
  0.0922907567202869                   0                   0                   0                   0                   0                   0
  0.0954511558538404                   0                   0                   0                   0                   0                   0
  0.099314079179851                    0                   0                   0                   0                   0                   0
  0.113555389841743                    0                   0                   0                   0                   0                   0
  0.132975391498881                    0                   0                   0                   0                   0                   0
  0.135384041759881                    0                   0                   0                   0                   0                   0
  0.152125279642058                    0                   0                   0                   0                   0                   0
  0.15243599304002                     0                   0                   0                   0                   0                   0
  0.173961840628507                    0                   0                   0                   0                   0                   0
  0.212329107631121                    0                   0                   0                   0                   0                   0
  0.246608317961197                    0                   0                   0                   0                   0                   0
  0.280462341536167                    0                   0                   0                   0                   0                   0
  0.360957825834783                    0                   0                   0                   0                   0                   0
  0.602653165351858                    0                   0                   0                   0                   0                   0
                    
                     0.00795426298782003 0.00820283370618941 0.00845140442455878 0.00869997514292816 0.00894854586129754 0.00919711657966691
  0.0159141753101485                   1                   1                   1                   1                   1                   1
  0.0219985085756898                   0                   0                   0                   0                   0                   0
  0.0303256276410639                   0                   0                   0                   0                   0                   0
  0.0319102659706686                   0                   0                   0                   0                   0                   0
  0.0395370848390983                   0                   0                   0                   0                   0                   0
  0.0526141353881846                   0                   0                   0                   0                   0                   0
  0.0579666915237385                   0                   0                   0                   0                   0                   0
  0.059260317006997                    0                   0                   0                   0                   0                   0
  0.0634352473278648                   0                   0                   0                   0                   0                   0
  0.0822097265050285                   0                   0                   0                   0                   0                   0
  0.0828292871544176                   0                   0                   0                   0                   0                   0
  0.0922907567202869                   0                   0                   0                   0                   0                   0
  0.0954511558538404                   0                   0                   0                   0                   0                   0
  0.099314079179851                    0                   0                   0                   0                   0                   0
  0.113555389841743                    0                   0                   0                   0                   0                   0
  0.132975391498881                    0                   0                   0                   0                   0                   0
  0.135384041759881                    0                   0                   0                   0                   0                   0
  0.152125279642058                    0                   0                   0                   0                   0                   0
  0.15243599304002                     0                   0                   0                   0                   0                   0
  0.173961840628507                    0                   0                   0                   0                   0                   0
  0.212329107631121                    0                   0                   0                   0                   0                   0
  0.246608317961197                    0                   0                   0                   0                   0                   0
  0.280462341536167                    0                   0                   0                   0                   0                   0
  0.360957825834783                    0                   0                   0                   0                   0                   0
  0.602653165351858                    0                   0                   0                   0                   0                   0
                    
                     0.00944568729803629 0.00969425801640567 0.00994282873477504 0.0101913994531444 0.0104399701715138 0.0106885408898832
  0.0159141753101485                   1                   1                   1                  1                  1                  1
  0.0219985085756898                   0                   0                   0                  0                  0                  0
  0.0303256276410639                   0                   0                   0                  0                  0                  0
  0.0319102659706686                   0                   0                   0                  0                  0                  0
  0.0395370848390983                   0                   0                   0                  0                  0                  0
  0.0526141353881846                   0                   0                   0                  0                  0                  0
  0.0579666915237385                   0                   0                   0                  0                  0                  0
  0.059260317006997                    0                   0                   0                  0                  0                  0
  0.0634352473278648                   0                   0                   0                  0                  0                  0
  0.0822097265050285                   0                   0                   0                  0                  0                  0
  0.0828292871544176                   0                   0                   0                  0                  0                  0
  0.0922907567202869                   0                   0                   0                  0                  0                  0
  0.0954511558538404                   0                   0                   0                  0                  0                  0
  0.099314079179851                    0                   0                   0                  0                  0                  0
  0.113555389841743                    0                   0                   0                  0                  0                  0
  0.132975391498881                    0                   0                   0                  0                  0                  0
  0.135384041759881                    0                   0                   0                  0                  0                  0
  0.152125279642058                    0                   0                   0                  0                  0                  0
  0.15243599304002                     0                   0                   0                  0                  0                  0
  0.173961840628507                    0                   0                   0                  0                  0                  0
  0.212329107631121                    0                   0                   0                  0                  0                  0
  0.246608317961197                    0                   0                   0                  0                  0                  0
  0.280462341536167                    0                   0                   0                  0                  0                  0
  0.360957825834783                    0                   0                   0                  0                  0                  0
  0.602653165351858                    0                   0                   0                  0                  0                  0
                    
                     0.0109371116082525 0.0111856823266219 0.0114342530449913 0.0116828237633607 0.0119313944817301 0.0121799652000994
  0.0159141753101485                  1                  1                  0                  1                  1                  1
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  1                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0124285359184688 0.0126771066368382 0.0129256773552076 0.0131742480735769 0.0134228187919463 0.0139199602286851
  0.0159141753101485                  1                  0                  1                  1                  1                  1
  0.0219985085756898                  0                  1                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0141685309470544 0.0144171016654238 0.0146656723837932 0.0149142431021626 0.0151628138205319 0.0154113845389013
  0.0159141753101485                  1                  1                  1                  1                  1                  1
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0156599552572707 0.0159085259756401 0.0164056674123788 0.0166542381307482 0.0169028088491176 0.0171513795674869
  0.0159141753101485                  0                  1                  1                  0                  1                  1
  0.0219985085756898                  1                  0                  0                  1                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0173999502858563 0.0176485210042257 0.0178970917225951 0.0183942331593338 0.0186428038777032 0.0188913745960726
  0.0159141753101485                  0                  1                  1                  1                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  1                  1
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  1                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.019139945314442 0.0193885160328113 0.0198856574695501 0.0203827989062888 0.0206313696246582 0.0208799403430276
  0.0159141753101485                 1                  1                  1                  0                  1                  0
  0.0219985085756898                 0                  0                  0                  1                  0                  1
  0.0303256276410639                 0                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 0                  0                  0                  0                  0                  0
  0.0526141353881846                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.059260317006997                  0                  0                  0                  0                  0                  0
  0.0634352473278648                 0                  0                  0                  0                  0                  0
  0.0822097265050285                 0                  0                  0                  0                  0                  0
  0.0828292871544176                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  0                  0                  0                  0                  0
  0.099314079179851                  0                  0                  0                  0                  0                  0
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.0213770817797663 0.0216256524981357 0.0218742232165051 0.0221227939348745 0.0223713646532438 0.0226199353716132
  0.0159141753101485                  0                  1                  0                  1                  0                  0
  0.0219985085756898                  1                  0                  0                  0                  1                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  1
  0.0395370848390983                  0                  0                  1                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0228685060899826 0.023117076808352 0.0233656475267213 0.0236142182450907 0.0238627889634601 0.0241113596818295
  0.0159141753101485                  0                 0                  0                  1                  0                  0
  0.0219985085756898                  1                 1                  0                  0 co_result                  0
  0.0303256276410639                  0                 0                  0                  0                  1                  0
  0.0319102659706686                  0                 0                  0                  0                  0                  1
  0.0395370848390983                  0                 0                  1                  0                  0                  0
  0.0526141353881846                  0                 0                  0                  0                  0                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.059260317006997                   0                 0                  0                  0                  0                  0
  0.0634352473278648                  0                 0                  0                  0                  0                  0
  0.0822097265050285                  0                 0                  0                  0                  0                  0
  0.0828292871544176                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0954511558538404                  0                 0                  0                  0                  0                  0
  0.099314079179851                   0                 0                  0                  0                  0                  0
  0.113555389841743                   0                 0                  0                  0                  0                  0
  0.132975391498881                   0                 0                  0                  0                  0                  0
  0.135384041759881                   0                 0                  0                  0                  0                  0
  0.152125279642058                   0                 0                  0                  0                  0                  0
  0.15243599304002                    0                 0                  0                  0                  0                  0
  0.173961840628507                   0                 0                  0                  0                  0                  0
  0.212329107631121                   0                 0                  0                  0                  0                  0
  0.246608317961197                   0                 0                  0                  0                  0                  0
  0.280462341536167                   0                 0                  0                  0                  0                  0
  0.360957825834783                   0                 0                  0                  0                  0                  0
  0.602653165351858                   0                 0                  0                  0                  0                  0
                    
                     0.0243599304001989 0.0246085011185682 0.0248570718369376 0.025105642555307 0.0253542132736764 0.0256027839920457
  0.0159141753101485                  0                  1                  0                 0                  0                  1
  0.0219985085756898                  0                  0                  0                 0                  0                  0
  0.0303256276410639                  0                  0                  0                 1                  0                  0
  0.0319102659706686                  0                  0                  1                 0                  0                  0
  0.0395370848390983                  1                  0                  0                 0                  1                  0
  0.0526141353881846                  0                  0                  0                 0                  0                  0
  0.0579666915237385                  0                  0                  0                 0                  0                  0
  0.059260317006997                   0                  0                  0                 0                  0                  0
  0.0634352473278648                  0                  0                  0                 0                  0                  0
  0.0822097265050285                  0                  0                  0                 0                  0                  0
  0.0828292871544176                  0                  0                  0                 0                  0                  0
  0.0922907567202869                  0                  0                  0                 0                  0                  0
  0.0954511558538404                  0                  0                  0                 0                  0                  0
  0.099314079179851                   0                  0                  0                 0                  0                  0
  0.113555389841743                   0                  0                  0                 0                  0                  0
  0.132975391498881                   0                  0                  0                 0                  0                  0
  0.135384041759881                   0                  0                  0                 0                  0                  0
  0.152125279642058                   0                  0                  0                 0                  0                  0
  0.15243599304002                    0                  0                  0                 0                  0                  0
  0.173961840628507                   0                  0                  0                 0                  0                  0
  0.212329107631121                   0                  0                  0                 0                  0                  0
  0.246608317961197                   0                  0                  0                 0                  0                  0
  0.280462341536167                   0                  0                  0                 0                  0                  0
  0.360957825834783                   0                  0                  0                 0                  0                  0
  0.602653165351858                   0                  0                  0                 0                  0                  0
                    
                     0.0258513547104151 0.0260999254287845 0.0263484961471539 0.0265970668655232 0.027094208302262 0.0273427790206314
  0.0159141753101485                  1                  1                  0                  0                 0                  0
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  1                  1                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  0                  0                  0                  0                 1                  1
  0.0526141353881846                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  0                  0                  0                 0                  0
  0.0634352473278648                  0                  0                  0                  0                 0                  0
  0.0822097265050285                  0                  0                  0                  0                 0                  0
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0275913497390007 0.0278399204573701 0.0280884911757395 0.0283370618941089 0.0285856326124782 0.0288342033308476
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  1                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  1                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  1                  1                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  1                  0                  1
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.029082774049217 0.0293313447675864 0.0295799154859557 0.0298284862043251 0.0300770569226945 0.0303256276410639
  0.0159141753101485                 0                  0                  0                  0                  1                  0
  0.0219985085756898                 0                  0                  0                  0                  0                  0
  0.0303256276410639                 1                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 0                  1                  1                  1                  0                  1
  0.0526141353881846                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.059260317006997                  0                  0                  0                  0                  0                  0
  0.0634352473278648                 0                  0                  0                  0                  0                  0
  0.0822097265050285                 0                  0                  0                  0                  0                  0
  0.0828292871544176                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  0                  0                  0                  0                  0
  0.099314079179851                  0                  0                  0                  0                  0                  0
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.0305741983594333 0.0308227690778026 0.031071339796172 0.0313199105145414 0.0315684812329108 0.0318170519512801
  0.0159141753101485                  0                  0                 0                  0                  1                  0
  0.0219985085756898                  0                  0                 0                  0                  0                  1
  0.0303256276410639                  0                  0                 1                  0                  0                  0
  0.0319102659706686                  0                  0                 0                  0                  0                  0
  0.0395370848390983                  0                  0                 0                  1                  0                  0
  0.0526141353881846                  0                  0                 0                  0                  0                  0
  0.0579666915237385                  1                  1                 0                  0                  0                  0
  0.059260317006997                   0                  0                 0                  0                  0                  0
  0.0634352473278648                  0                  0                 0                  0                  0                  0
  0.0822097265050285                  0                  0                 0                  0                  0                  0
  0.0828292871544176                  0                  0                 0                  0                  0                  0
  0.0922907567202869                  0                  0                 0                  0                  0                  0
  0.0954511558538404                  0                  0                 0                  0                  0                  0
  0.099314079179851                   0                  0                 0                  0                  0                  0
  0.113555389841743                   0                  0                 0                  0                  0                  0
  0.132975391498881                   0                  0                 0                  0                  0                  0
  0.135384041759881                   0                  0                 0                  0                  0                  0
  0.152125279642058                   0                  0                 0                  0                  0                  0
  0.15243599304002                    0                  0                 0                  0                  0                  0
  0.173961840628507                   0                  0                 0                  0                  0                  0
  0.212329107631121                   0                  0                 0                  0                  0                  0
  0.246608317961197                   0                  0                 0                  0                  0                  0
  0.280462341536167                   0                  0                 0                  0                  0                  0
  0.360957825834783                   0                  0                 0                  0                  0                  0
  0.602653165351858                   0                  0                 0                  0                  0                  0
                    
                     0.0320656226696495 0.0323141933880189 0.0325627641063883 0.0328113348247576 0.0333084762614964 0.0335570469798658
  0.0159141753101485                  0                  0                  1                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  1                  0                  1                  1                  1
  0.0526141353881846                  1                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0338056176982351 0.0340541884166045 0.0343027591349739 0.0345513298533433 0.0347999005717126 0.035048471290082
  0.0159141753101485                  0                  0                  0                  0                  0                 1
  0.0219985085756898                  0                  1                  0                  0                  0                 0
  0.0303256276410639                  0                  0                  1                  0                  0                 0
  0.0319102659706686                  0                  0                  0                  0                  0                 0
  0.0395370848390983                  1                  0                  0                  1                  1                 0
  0.0526141353881846                  0                  0                  0                  0                  0                 0
  0.0579666915237385                  0                  0                  0                  0                  0                 0
  0.059260317006997                   0                  0                  0                  0                  0                 0
  0.0634352473278648                  0                  0                  0                  0                  0                 0
  0.0822097265050285                  0                  0                  0                  0                  0                 0
  0.0828292871544176                  0                  0                  0                  0                  0                 0
  0.0922907567202869                  0                  0                  0                  0                  0                 0
  0.0954511558538404                  0                  0                  0                  0                  0                 0
  0.099314079179851                   0                  0                  0                  0                  0                 0
  0.113555389841743                   0                  0                  0                  0                  0                 0
  0.132975391498881                   0                  0                  0                  0                  0                 0
  0.135384041759881                   0                  0                  0                  0                  0                 0
  0.152125279642058                   0                  0                  0                  0                  0                 0
  0.15243599304002                    0                  0                  0                  0                  0                 0
  0.173961840628507                   0                  0                  0                  0                  0                 0
  0.212329107631121                   0                  0                  0                  0                  0                 0
  0.246608317961197                   0                  0                  0                  0                  0                 0
  0.280462341536167                   0                  0                  0                  0                  0                 0
  0.360957825834783                   0                  0                  0                  0                  0                 0
  0.602653165351858                   0                  0                  0                  0                  0                 0
                    
                     0.0355456127268208 0.0357941834451901 0.0360427541635595 0.0362913248819289 0.0365398956002983 0.0367884663186677
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  1                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  1                  0                  0                  1                  1                  1
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  1                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.037037037037037 0.0372856077554064 0.0375341784737758 0.0377827491921452 0.0380313199105145 0.0382798906288839
  0.0159141753101485                 0                  0                  0                  0                  0                  0
  0.0219985085756898                 0                  0                  0                  0                  0                  0
  0.0303256276410639                 0                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 1                  0                  0                  1                  1                  0
  0.0526141353881846                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.059260317006997                  0                  1                  1                  0                  0                  1
  0.0634352473278648                 0                  0                  0                  0                  0                  0
  0.0822097265050285                 0                  0                  0                  0                  0                  0
  0.0828292871544176                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  0                  0                  0                  0                  0
  0.099314079179851                  0                  0                  0                  0                  0                  0
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.0385284613472533 0.0387770320656227 0.039025602783992 0.0392741735023614 0.0395227442207308 0.0397713149391002
  0.0159141753101485                  0                  0                 0                  0                  1                  0
  0.0219985085756898                  0                  0                 0                  0                  0                  0
  0.0303256276410639                  0                  0                 0                  0                  0                  0
  0.0319102659706686                  0                  1                 0                  0                  0                  0
  0.0395370848390983                  1                  0                 0                  1                  0                  1
  0.0526141353881846                  0                  0                 0                  0                  0                  0
  0.0579666915237385                  0                  0                 0                  0                  0                  0
  0.059260317006997                   0                  0                 1                  0                  0                  0
  0.0634352473278648                  0                  0                 0                  0                  0                  0
  0.0822097265050285                  0                  0                 0                  0                  0                  0
  0.0828292871544176                  0                  0                 0                  0                  0                  0
  0.0922907567202869                  0                  0                 0                  0                  0                  0
  0.0954511558538404                  0                  0                 0                  0                  0                  0
  0.099314079179851                   0                  0                 0                  0                  0                  0
  0.113555389841743                   0                  0                 0                  0                  0                  0
  0.132975391498881                   0                  0                 0                  0                  0                  0
  0.135384041759881                   0                  0                 0                  0                  0                  0
  0.152125279642058                   0                  0                 0                  0                  0                  0
  0.15243599304002                    0                  0                 0                  0                  0                  0
  0.173961840628507                   0                  0                 0                  0                  0                  0
  0.212329107631121                   0                  0                 0                  0                  0                  0
  0.246608317961197                   0                  0                 0                  0                  0                  0
  0.280462341536167                   0                  0                 0                  0                  0                  0
  0.360957825834783                   0                  0                 0                  0                  0                  0
  0.602653165351858                   0                  0                 0                  0                  0                  0
                    
                     0.0400198856574695 0.0402684563758389 0.0405170270942083 0.0407655978125777 0.041014168530947 0.0412627392493164
  0.0159141753101485                  0                  0                  0                  0                 0                  0
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  0                  1                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  1                  1                  1                  0                 1                  1
  0.0526141353881846                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  0                  0                  0                 0                  0
  0.0634352473278648                  0                  0                  0                  0                 0                  0
  0.0822097265050285                  0                  0                  0                  0                 0                  0
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0415113099676858 0.0417598806860552 0.0422570221227939 0.0425055928411633 0.0427541635595327 0.0434998757146408
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  1                  1                  1                  0                  1                  1
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  1                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0437484464330102 0.0439970171513796 0.0442455878697489 0.0444941585881183 0.0447427293064877 0.0449913000248571
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  1                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  1                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  1
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   1                  0                  1                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  1                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0452398707432264 0.0454884414615958 0.0457370121799652 0.0459855828983346 0.046234153616704 0.0464827243350733
  0.0159141753101485                  0                  0                  0                  0                 0                  0
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  0                  0                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  1                  0                  0                  1                 0                  0
  0.0526141353881846                  0                  0                  1                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  1                  0                  0                 1                  1
  0.0634352473278648                  0                  0                  0                  0                 0                  0
  0.0822097265050285                  0                  0                  0                  0                 0                  0
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0467312950534427 0.0469798657718121 0.0472284364901814 0.0477255779269202 0.048222719363659 0.0484712900820283
  0.0159141753101485                  1                  0                  0                  0                 0                  1
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  0                  0                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  0                  0                  0                  0                 0                  0
  0.0526141353881846                  0                  0                  1                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  1                  0                  1                 0                  0
  0.0634352473278648                  0                  0                  0                  0                 1                  0
  0.0822097265050285                  0                  0                  0                  0                 0                  0
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0487198608003977 0.0489684315187671 0.0492170022371365 0.0494655729555058 0.0497141436738752 0.0499627143922446
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  1                  0                  0                  0
  0.0579666915237385                  1                  0                  0                  0                  0                  1
  0.059260317006997                   0                  1                  0                  1                  1                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.050211285110614 0.0504598558289833 0.0507084265473527 0.0509569972657221 0.0512055679840915 0.0514541387024608
  0.0159141753101485                 0                  0                  0                  0                  0                  0
  0.0219985085756898                 0                  0                  0                  0                  0                  0
  0.0303256276410639                 0                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 0                  0                  0                  1                  0                  0
  0.0526141353881846                 0                  0                  1                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  1                  0
  0.059260317006997                  0                  1                  0                  0                  0                  1
  0.0634352473278648                 1                  0                  0                  0                  0                  0
  0.0822097265050285                 0                  0                  0                  0                  0                  0
  0.0828292871544176                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  0                  0                  0                  0                  0
  0.099314079179851                  0                  0                  0                  0                  0                  0
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.0517027094208302 0.0519512801391996 0.052199850857569 0.0524484215759384 0.0526969922943077 0.0529455630126771
  0.0159141753101485                  0                  0                 0                  0                  0                  0
  0.0219985085756898                  0                  0                 0                  0                  0                  0
  0.0303256276410639                  0                  0                 0                  0                  0                  0
  0.0319102659706686                  0                  0                 0                  0                  0                  0
  0.0395370848390983                  0                  0                 1                  0                  0                  0
  0.0526141353881846                  1                  1                 0                  0                  0                  1
  0.0579666915237385                  0                  0                 0                  0                  0                  0
  0.059260317006997                   0                  0                 0                  1                  0                  0
  0.0634352473278648                  0                  0                 0                  0                  1                  0
  0.0822097265050285                  0                  0                 0                  0                  0                  0
  0.0828292871544176                  0                  0                 0                  0                  0                  0
  0.0922907567202869                  0                  0                 0                  0                  0                  0
  0.0954511558538404                  0                  0                 0                  0                  0                  0
  0.099314079179851                   0                  0                 0                  0                  0                  0
  0.113555389841743                   0                  0                 0                  0                  0                  0
  0.132975391498881                   0                  0                 0                  0                  0                  0
  0.135384041759881                   0                  0                 0                  0                  0                  0
  0.152125279642058                   0                  0                 0                  0                  0                  0
  0.15243599304002                    0                  0                 0                  0                  0                  0
  0.173961840628507                   0                  0                 0                  0                  0                  0
  0.212329107631121                   0                  0                 0                  0                  0                  0
  0.246608317961197                   0                  0                 0                  0                  0                  0
  0.280462341536167                   0                  0                 0                  0                  0                  0
  0.360957825834783                   0                  0                 0                  0                  0                  0
  0.602653165351858                   0                  0                 0                  0                  0                  0
                    
                     0.0531941337310465 0.0534427044494159 0.0536912751677852 0.0539398458861546 0.054188416604524 0.0544369873228934
  0.0159141753101485                  0                  0                  0                  0                 0                  0
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  0                  0                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  0                  0                  0                  0                 0                  0
  0.0526141353881846                  1                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  1                  0                  1                 1                  1
  0.0634352473278648                  0                  0                  1                  0                 0                  0
  0.0822097265050285                  0                  0                  0                  0                 0                  0
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0549341287596321 0.0551826994780015 0.0554312701963709 0.0556798409147402 0.0559284116331096 0.0564255530698484
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  1                  0                  0                  0                  1                  0
  0.0579666915237385                  0                  0                  0                  1                  0                  0
  0.059260317006997                   0                  0                  1                  0                  0                  1
  0.0634352473278648                  0                  1                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0566741237882177 0.0569226945065871 0.0571712652249565 0.0574198359433259 0.0576684066616953 0.0579169773800646
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  1                  0                  1                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  1                  1
  0.0634352473278648                  0                  0                  1                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  1                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.058165548098434 0.0586626895351728 0.0589112602535421 0.0591598309719115 0.0594084016902809 0.0596569724086503
  0.0159141753101485                 1                  0                  0                  0                  0                  0
  0.0219985085756898                 0                  0                  0                  0                  0                  0
  0.0303256276410639                 0                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 0                  0                  0                  0                  0                  0
  0.0526141353881846                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.059260317006997                  0                  0                  1                  0                  0                  0
  0.0634352473278648                 0                  1                  0                  1                  0                  1
  0.0822097265050285                 0                  0                  0                  0                  0                  0
  0.0828292871544176                 0                  0                  0                  0                  1                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  0                  0                  0                  0                  0
  0.099314079179851                  0                  0                  0                  0                  0                  0
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.0599055431270196 0.060154113845389 0.0604026845637584 0.0606512552821278 0.0608998260004971 0.0611483967188665
  0.0159141753101485                  0                 0                  0                  0                  0                  0
  0.0219985085756898                  0                 0                  0                  0                  0                  0
  0.0303256276410639                  0                 0                  0                  0                  0                  0
  0.0319102659706686                  0                 0                  0                  0                  0                  0
  0.0395370848390983                  0                 0                  0                  0                  0                  1
  0.0526141353881846                  0                 0                  0                  0                  0                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.059260317006997                   1                 1                  1                  0                  0                  0
  0.0634352473278648                  0                 0                  0                  1                  1                  0
  0.0822097265050285                  0                 0                  0                  0                  0                  0
  0.0828292871544176                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0954511558538404                  0                 0                  0                  0                  0                  0
  0.099314079179851                   0                 0                  0                  0                  0                  0
  0.113555389841743                   0                 0                  0                  0                  0                  0
  0.132975391498881                   0                 0                  0                  0                  0                  0
  0.135384041759881                   0                 0                  0                  0                  0                  0
  0.152125279642058                   0                 0                  0                  0                  0                  0
  0.15243599304002                    0                 0                  0                  0                  0                  0
  0.173961840628507                   0                 0                  0                  0                  0                  0
  0.212329107631121                   0                 0                  0                  0                  0                  0
  0.246608317961197                   0                 0                  0                  0                  0                  0
  0.280462341536167                   0                 0                  0                  0                  0                  0
  0.360957825834783                   0                 0                  0                  0                  0                  0
  0.602653165351858                   0                 0                  0                  0                  0                  0
                    
                     0.0613969674372359 0.0616455381556053 0.0618941088739746 0.062142679592344 0.0623912503107134 0.0628883917474521
  0.0159141753101485                  0                  0                  0                 0                  0                  0
  0.0219985085756898                  0                  0                  0                 0                  0                  0
  0.0303256276410639                  0                  0                  0                 0                  0                  0
  0.0319102659706686                  0                  0                  1                 0                  0                  0
  0.0395370848390983                  0                  0                  0                 0                  0                  0
  0.0526141353881846                  0                  0                  0                 0                  0                  1
  0.0579666915237385                  0                  0                  0                 0                  1                  0
  0.059260317006997                   0                  0                  0                 1                  0                  0
  0.0634352473278648                  1                  1                  0                 0                  0                  0
  0.0822097265050285                  0                  0                  0                 0                  0                  0
  0.0828292871544176                  0                  0                  0                 0                  0                  0
  0.0922907567202869                  0                  0                  0                 0                  0                  0
  0.0954511558538404                  0                  0                  0                 0                  0                  0
  0.099314079179851                   0                  0                  0                 0                  0                  0
  0.113555389841743                   0                  0                  0                 0                  0                  0
  0.132975391498881                   0                  0                  0                 0                  0                  0
  0.135384041759881                   0                  0                  0                 0                  0                  0
  0.152125279642058                   0                  0                  0                 0                  0                  0
  0.15243599304002                    0                  0                  0                 0                  0                  0
  0.173961840628507                   0                  0                  0                 0                  0                  0
  0.212329107631121                   0                  0                  0                 0                  0                  0
  0.246608317961197                   0                  0                  0                 0                  0                  0
  0.280462341536167                   0                  0                  0                 0                  0                  0
  0.360957825834783                   0                  0                  0                 0                  0                  0
  0.602653165351858                   0                  0                  0                 0                  0                  0
                    
                     0.0636341039025603 0.0638826746209297 0.064131245339299 0.0643798160576684 0.0646283867760378 0.0648769574944072
  0.0159141753101485                  0                  0                 0                  0                  0                  0
  0.0219985085756898                  0                  0                 0                  0                  0                  0
  0.0303256276410639                  0                  0                 0                  0                  0                  0
  0.0319102659706686                  0                  0                 0                  0                  0                  0
  0.0395370848390983                  0                  0                 0                  0                  0                  0
  0.0526141353881846                  0                  0                 0                  0                  0                  0
  0.0579666915237385                  0                  0                 0                  0                  0                  0
  0.059260317006997                   0                  1                 0                  0                  1                  0
  0.0634352473278648                  1                  0                 0                  1                  0                  0
  0.0822097265050285                  0                  0                 0                  0                  0                  0
  0.0828292871544176                  0                  0                 0                  0                  0                  1
  0.0922907567202869                  0                  0                 1                  0                  0                  0
  0.0954511558538404                  0                  0                 0                  0                  0                  0
  0.099314079179851                   0                  0                 0                  0                  0                  0
  0.113555389841743                   0                  0                 0                  0                  0                  0
  0.132975391498881                   0                  0                 0                  0                  0                  0
  0.135384041759881                   0                  0                 0                  0                  0                  0
  0.152125279642058                   0                  0                 0                  0                  0                  0
  0.15243599304002                    0                  0                 0                  0                  0                  0
  0.173961840628507                   0                  0                 0                  0                  0                  0
  0.212329107631121                   0                  0                 0                  0                  0                  0
  0.246608317961197                   0                  0                 0                  0                  0                  0
  0.280462341536167                   0                  0                 0                  0                  0                  0
  0.360957825834783                   0                  0                 0                  0                  0                  0
  0.602653165351858                   0                  0                 0                  0                  0                  0
                    
                     0.0651255282127765 0.0653740989311459 0.0656226696495153 0.0658712403678847 0.066119811086254 0.0663683818046234
  0.0159141753101485                  0                  0                  0                  0                 0                  1
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  0                  0                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  0                  0                  0                  0                 0                  0
  0.0526141353881846                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  0                  1                  0                 0                  0
  0.0634352473278648                  1                  0                  0                  1                 0                  0
  0.0822097265050285                  0                  1                  0                  0                 1                  0
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0668655232413622 0.0671140939597315 0.0673626646781009 0.0676112353964703 0.0678598061148397 0.068108376833209
  0.0159141753101485                  0                  0                  0                  0                  0                 0
  0.0219985085756898                  0                  0                  0                  0                  0                 0
  0.0303256276410639                  0                  0                  0                  0                  0                 0
  0.0319102659706686                  0                  0                  0                  0                  0                 0
  0.0395370848390983                  1                  0                  0                  0                  0                 0
  0.0526141353881846                  0                  0                  0                  1                  0                 1
  0.0579666915237385                  0                  0                  0                  0                  0                 0
  0.059260317006997                   0                  0                  0                  0                  1                 0
  0.0634352473278648                  0                  0                  0                  0                  0                 0
  0.0822097265050285                  0                  1                  1                  0                  0                 0
  0.0828292871544176                  0                  0                  0                  0                  0                 0
  0.0922907567202869                  0                  0                  0                  0                  0                 0
  0.0954511558538404                  0                  0                  0                  0                  0                 0
  0.099314079179851                   0                  0                  0                  0                  0                 0
  0.113555389841743                   0                  0                  0                  0                  0                 0
  0.132975391498881                   0                  0                  0                  0                  0                 0
  0.135384041759881                   0                  0                  0                  0                  0                 0
  0.152125279642058                   0                  0                  0                  0                  0                 0
  0.15243599304002                    0                  0                  0                  0                  0                 0
  0.173961840628507                   0                  0                  0                  0                  0                 0
  0.212329107631121                   0                  0                  0                  0                  0                 0
  0.246608317961197                   0                  0                  0                  0                  0                 0
  0.280462341536167                   0                  0                  0                  0                  0                 0
  0.360957825834783                   0                  0                  0                  0                  0                 0
  0.602653165351858                   0                  0                  0                  0                  0                 0
                    
                     0.0683569475515784 0.0686055182699478 0.0688540889883172 0.0691026597066866 0.0693512304250559 0.0695998011434253
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  1
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  1                  1                  0                  1                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  1                  0                  0
  0.113555389841743                   1                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0698483718617947 0.0703455132985334 0.0705940840169028 0.0708426547352722 0.0710912254536416 0.0713397961720109
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  1                  1                  0                  0                  0
  0.0822097265050285                  1                  0                  0                  0                  0                  1
  0.0828292871544176                  0                  0                  0                  1                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  1                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0715883668903803 0.0718369376087497 0.0720855083271191 0.0723340790454884 0.0725826497638578 0.0728312204822272
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   1                  0                  0                  1                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  1                  1                  0                  1                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  1
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0730797912005966 0.0733283619189659 0.0735769326373353 0.0738255033557047 0.0740740740740741 0.0748197862291822
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  1                  0                  0
  0.0634352473278648                  0                  1                  0                  0                  0                  1
  0.0822097265050285                  1                  0                  0                  0                  1                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  1                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0750683569475516 0.0753169276659209 0.0760626398210291 0.0763112105393985 0.0765597812577678 0.0770569226945066
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  1                  0                  0                  1                  0
  0.0822097265050285                  1                  0                  1                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  1                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  1
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.077305493412876 0.0775540641312453 0.0778026348496147 0.0780512055679841 0.0782997762863535 0.0787969177230922
  0.0159141753101485                 0                  0                  0                  0                  0                  0
  0.0219985085756898                 0                  0                  0                  0                  0                  0
  0.0303256276410639                 0                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 0                  0                  0                  0                  0                  0
  0.0526141353881846                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  1                  0                  0                  0
  0.059260317006997                  0                  0                  0                  0                  0                  0
  0.0634352473278648                 0                  0                  0                  0                  0                  0
  0.0822097265050285                 0                  1                  0                  1                  0                  1
  0.0828292871544176                 1                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  0                  0                  0                  0                  0
  0.099314079179851                  0                  0                  0                  0                  1                  0
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.0790454884414616 0.079294059159831 0.0795426298782003 0.0800397713149391 0.0802883420333085 0.0807854834700472
  0.0159141753101485                  0                 0                  0                  0                  0                  1
  0.0219985085756898                  0                 0                  0                  0                  0                  0
  0.0303256276410639                  0                 0                  0                  0                  0                  0
  0.0319102659706686                  0                 0                  0                  0                  0                  0
  0.0395370848390983                  0                 1                  0                  0                  0                  0
  0.0526141353881846                  0                 0                  0                  0                  0                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.059260317006997                   0                 0                  0                  0                  1                  0
  0.0634352473278648                  0                 0                  0                  0                  0                  0
  0.0822097265050285                  1                 0                  1                  0                  0                  0
  0.0828292871544176                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0954511558538404                  0                 0                  0                  1                  0                  0
  0.099314079179851                   0                 0                  0                  0                  0                  0
  0.113555389841743                   0                 0                  0                  0                  0                  0
  0.132975391498881                   0                 0                  0                  0                  0                  0
  0.135384041759881                   0                 0                  0                  0                  0                  0
  0.152125279642058                   0                 0                  0                  0                  0                  0
  0.15243599304002                    0                 0                  0                  0                  0                  0
  0.173961840628507                   0                 0                  0                  0                  0                  0
  0.212329107631121                   0                 0                  0                  0                  0                  0
  0.246608317961197                   0                 0                  0                  0                  0                  0
  0.280462341536167                   0                 0                  0                  0                  0                  0
  0.360957825834783                   0                 0                  0                  0                  0                  0
  0.602653165351858                   0                 0                  0                  0                  0                  0
                    
                     0.0810340541884166 0.0820283370618941 0.0822769077802635 0.0825254784986329 0.0827740492170022 0.083271190653741
  0.0159141753101485                  0                  0                  0                  0                  0                 0
  0.0219985085756898                  0                  0                  0                  0                  0                 0
  0.0303256276410639                  0                  0                  0                  0                  0                 0
  0.0319102659706686                  0                  0                  0                  0                  0                 0
  0.0395370848390983                  0                  0                  0                  0                  0                 0
  0.0526141353881846                  0                  0                  0                  0                  0                 0
  0.0579666915237385                  0                  0                  0                  0                  0                 0
  0.059260317006997                   0                  0                  1                  0                  0                 0
  0.0634352473278648                  0                  0                  0                  0                  0                 0
  0.0822097265050285                  0                  0                  0                  1                  0                 0
  0.0828292871544176                  0                  0                  0                  0                  0                 0
  0.0922907567202869                  0                  0                  0                  0                  0                 0
  0.0954511558538404                  0                  0                  0                  0                  0                 0
  0.099314079179851                   1                  1                  0                  0                  1                 1
  0.113555389841743                   0                  0                  0                  0                  0                 0
  0.132975391498881                   0                  0                  0                  0                  0                 0
  0.135384041759881                   0                  0                  0                  0                  0                 0
  0.152125279642058                   0                  0                  0                  0                  0                 0
  0.15243599304002                    0                  0                  0                  0                  0                 0
  0.173961840628507                   0                  0                  0                  0                  0                 0
  0.212329107631121                   0                  0                  0                  0                  0                 0
  0.246608317961197                   0                  0                  0                  0                  0                 0
  0.280462341536167                   0                  0                  0                  0                  0                 0
  0.360957825834783                   0                  0                  0                  0                  0                 0
  0.602653165351858                   0                  0                  0                  0                  0                 0
                    
                     0.0837683320904797 0.0840169028088491 0.0842654735272185 0.0845140442455879 0.0847626149639572 0.0850111856823266
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   1                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  1                  0                  1                  0                  1
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  1                  0                  1                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.0855083271190654 0.0857568978374347 0.0862540392741735 0.0865026099925429 0.0867511807109123 0.0869997514292816
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0303256276410639                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  1                  0                  0                  0                  0                  0
  0.099314079179851                   0                  1                  1                  1                  1                  1
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.246608317961197                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
                     0.087248322147651 0.0874968928660204 0.0877454635843898 0.0882426050211285 0.0887397464578673 0.0889883171762366
  0.0159141753101485                 0                  0                  0                  0                  0                  0
  0.0219985085756898                 0                  0                  0                  0                  0                  0
  0.0303256276410639                 0                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 0                  0                  0                  0                  0                  0
  0.0526141353881846                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.059260317006997                  0                  0                  0                  0                  0                  0
  0.0634352473278648                 0                  0                  0                  0                  0                  0
  0.0822097265050285                 0                  0                  1                  0                  0                  0
  0.0828292871544176                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  1                  0                  1                  0                  0
  0.099314079179851                  1                  0                  0                  0                  1                  1
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.089236887894606 0.0894854586129754 0.0899826000497141 0.0902311707680835 0.0904797414864529 0.0907283122048223
  0.0159141753101485                 0                  0                  0                  0                  0                  0
  0.0219985085756898                 0                  0                  0                  0                  0                  0
  0.0303256276410639                 0                  0                  0                  0                  0                  0
  0.0319102659706686                 0                  0                  0                  0                  0                  0
  0.0395370848390983                 0                  0                  0                  0                  0                  0
  0.0526141353881846                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.059260317006997                  0                  0                  0                  0                  0                  0
  0.0634352473278648                 0                  0                  0                  0                  0                  0
  0.0822097265050285                 0                  1                  1                  0                  0                  1
  0.0828292871544176                 1                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0954511558538404                 0                  0                  0                  0                  0                  0
  0.099314079179851                  0                  0                  0                  1                  1                  0
  0.113555389841743                  0                  0                  0                  0                  0                  0
  0.132975391498881                  0                  0                  0                  0                  0                  0
  0.135384041759881                  0                  0                  0                  0                  0                  0
  0.152125279642058                  0                  0                  0                  0                  0                  0
  0.15243599304002                   0                  0                  0                  0                  0                  0
  0.173961840628507                  0                  0                  0                  0                  0                  0
  0.212329107631121                  0                  0                  0                  0                  0                  0
  0.246608317961197                  0                  0                  0                  0                  0                  0
  0.280462341536167                  0                  0                  0                  0                  0                  0
  0.360957825834783                  0                  0                  0                  0                  0                  0
  0.602653165351858                  0                  0                  0                  0                  0                  0
                    
                     0.0917225950782998 0.0919711657966691 0.0922197365150385 0.0924683072334079 0.093214019388516 0.0934625901068854
  0.0159141753101485                  0                  0                  0                  0                 0                  0
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  0                  0                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  0                  0                  0                  0                 0                  0
  0.0526141353881846                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  0                  0                  0                 0                  0
  0.0634352473278648                  0                  0                  0                  0                 0                  0
  0.0822097265050285                  1                  0                  1                  0                 0                  1
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  1                 0                  0
  0.099314079179851                   0                  1                  0                  0                 1                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0937111608252548 0.0939597315436242 0.0947054436987323 0.0949540144171017 0.095202585135471 0.0954511558538404
  0.0159141753101485                  0                  0                  0                  0                 0                  0
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0303256276410639                  0                  0                  0                  0                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  0                  0                  0                  0                 0                  0
  0.0526141353881846                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.059260317006997                   0                  0                  0                  0                 1                  0
  0.0634352473278648                  0                  0                  0                  0                 0                  0
  0.0822097265050285                  0                  1                  0                  0                 0                  0
  0.0828292871544176                  0                  0                  0                  1                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  1
  0.0954511558538404                  1                  0                  1                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.246608317961197                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
                     0.0959482972905792 0.0961968680089485 0.0964454387273179 0.0966940094456873 0.0969425801640567 0.097191150882426
  0.0159141753101485                  0                  0                  0                  0                  0                 0
  0.0219985085756898                  0                  0                  0                  0                  0                 0
  0.0303256276410639                  0                  0                  0                  0                  0                 0
  0.0319102659706686                  0                  0                  0                  0                  0                 0
  0.0395370848390983                  0                  0                  1                  0                  0                 0
  0.0526141353881846                  0                  0                  0                  0                  0                 0
  0.0579666915237385                  0                  0                  0                  0                  0                 0
  0.059260317006997                   0                  0                  0                  0                  0                 0
  0.0634352473278648                  0                  0                  0                  0                  0                 0
  0.0822097265050285                  0                  1                  0                  0                  0                 0
  0.0828292871544176                  0                  0                  0                  0                  0                 0
  0.0922907567202869                  0                  0                  0                  0                  0                 0
  0.0954511558538404                  1                  0                  0                  0                  0                 1
  0.099314079179851                   0                  0                  0                  1                  1                 0
  0.113555389841743                   0                  0                  0                  0                  0                 0
  0.132975391498881                   0                  0                  0                  0                  0                 0
  0.135384041759881                   0                  0                  0                  0                  0                 0
  0.152125279642058                   0                  0                  0                  0                  0                 0
  0.15243599304002                    0                  0                  0                  0                  0                 0
  0.173961840628507                   0                  0                  0                  0                  0                 0
  0.212329107631121                   0                  0                  0                  0                  0                 0
  0.246608317961197                   0                  0                  0                  0                  0                 0
  0.280462341536167                   0                  0                  0                  0                  0                 0
  0.360957825834783                   0                  0                  0                  0                  0                 0
  0.602653165351858                   0                  0                  0                  0                  0                 0
                    
                     0.0986825751926423 0.0989311459110117 0.099179716629381 0.0994282873477504 0.0996768580661198 0.100422570221228
  0.0159141753101485                  0                  0                 0                  0                  0                 0
  0.0219985085756898                  0                  0                 0                  0                  0                 0
  0.0303256276410639                  0                  0                 0                  0                  0                 0
  0.0319102659706686                  0                  0                 0                  0                  0                 0
  0.0395370848390983                  0                  0                 0                  0                  0                 0
  0.0526141353881846                  0                  0                 0                  0                  0                 0
  0.0579666915237385                  0                  0                 0                  0                  0                 0
  0.059260317006997                   0                  0                 0                  0                  0                 0
  0.0634352473278648                  0                  0                 0                  0                  0                 0
  0.0822097265050285                  0                  0                 0                  0                  0                 0
  0.0828292871544176                  0                  0                 0                  0                  0                 0
  0.0922907567202869                  0                  0                 0                  0                  0                 0
  0.0954511558538404                  0                  0                 1                  0                  1                 0
  0.099314079179851                   1                  0                 0                  1                  0                 1
  0.113555389841743                   0                  1                 0                  0                  0                 0
  0.132975391498881                   0                  0                 0                  0                  0                 0
  0.135384041759881                   0                  0                 0                  0                  0                 0
  0.152125279642058                   0                  0                 0                  0                  0                 0
  0.15243599304002                    0                  0                 0                  0                  0                 0
  0.173961840628507                   0                  0                 0                  0                  0                 0
  0.212329107631121                   0                  0                 0                  0                  0                 0
  0.246608317961197                   0                  0                 0                  0                  0                 0
  0.280462341536167                   0                  0                 0                  0                  0                 0
  0.360957825834783                   0                  0                 0                  0                  0                 0
  0.602653165351858                   0                  0                 0                  0                  0                 0
                    
                     0.100671140939597 0.100919711657967 0.101168282376336 0.101416853094705 0.101913994531444 0.102162565249814 0.102659706686552
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 1                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 1                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 1                 0                 1
  0.099314079179851                  1                 0                 0                 1                 0                 0                 0
  0.113555389841743                  0                 0                 1                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.103156848123291 0.10340541884166 0.103902560278399 0.104151130996769 0.104399701715138 0.104648272433507 0.104896843151877
  0.0159141753101485                 0                0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                0                 0                 0                 0                 0                 0
  0.059260317006997                  0                0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                0                 0                 0                 0                 0                 1
  0.0954511558538404                 0                0                 1                 1                 0                 0                 0
  0.099314079179851                  0                0                 0                 0                 1                 1                 0
  0.113555389841743                  0                0                 0                 0                 0                 0                 0
  0.132975391498881                  1                1                 0                 0                 0                 0                 0
  0.135384041759881                  0                0                 0                 0                 0                 0                 0
  0.152125279642058                  0                0                 0                 0                 0                 0                 0
  0.15243599304002                   0                0                 0                 0                 0                 0                 0
  0.173961840628507                  0                0                 0                 0                 0                 0                 0
  0.212329107631121                  0                0                 0                 0                 0                 0                 0
  0.246608317961197                  0                0                 0                 0                 0                 0                 0
  0.280462341536167                  0                0                 0                 0                 0                 0                 0
  0.360957825834783                  0                0                 0                 0                 0                 0                 0
  0.602653165351858                  0                0                 0                 0                 0                 0                 0
                    
                     0.105393984588615 0.105642555306985 0.106885408898832 0.10738255033557 0.10763112105394 0.107879691772309 0.108376833209048
  0.0159141753101485                 0                 0                 0                0                0                 0                 0
  0.0219985085756898                 0                 0                 0                0                0                 0                 0
  0.0303256276410639                 0                 0                 0                0                0                 0                 0
  0.0319102659706686                 0                 0                 0                0                0                 0                 0
  0.0395370848390983                 0                 0                 0                0                0                 0                 0
  0.0526141353881846                 0                 0                 0                0                0                 0                 0
  0.0579666915237385                 0                 0                 0                0                0                 0                 0
  0.059260317006997                  0                 0                 0                0                0                 0                 0
  0.0634352473278648                 0                 0                 0                0                0                 0                 0
  0.0822097265050285                 0                 0                 0                0                0                 0                 0
  0.0828292871544176                 0                 0                 0                1                0                 0                 0
  0.0922907567202869                 0                 0                 0                0                0                 0                 0
  0.0954511558538404                 0                 0                 0                0                0                 0                 0
  0.099314079179851                  1                 0                 1                0                0                 0                 0
  0.113555389841743                  0                 1                 0                0                0                 0                 0
  0.132975391498881                  0                 0                 0                0                1                 0                 0
  0.135384041759881                  0                 0                 0                0                0                 1                 1
  0.152125279642058                  0                 0                 0                0                0                 0                 0
  0.15243599304002                   0                 0                 0                0                0                 0                 0
  0.173961840628507                  0                 0                 0                0                0                 0                 0
  0.212329107631121                  0                 0                 0                0                0                 0                 0
  0.246608317961197                  0                 0                 0                0                0                 0                 0
  0.280462341536167                  0                 0                 0                0                0                 0                 0
  0.360957825834783                  0                 0                 0                0                0                 0                 0
  0.602653165351858                  0                 0                 0                0                0                 0                 0
                    
                     0.108625403927417 0.108873974645787 0.109371116082525 0.109619686800895 0.110116828237634 0.110365398956003 0.110862540392742
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 1                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 1                 1                 1                 1                 1                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 1
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.111111111111111 0.11135968182948 0.11160825254785 0.112353964702958 0.112851106139697 0.113348247576435 0.113596818294805
  0.0159141753101485                 0                0                0                 0                 0                 0                 0
  0.0219985085756898                 0                0                0                 0                 0                 0                 0
  0.0303256276410639                 0                0                0                 0                 0                 0                 0
  0.0319102659706686                 0                0                0                 0                 0                 0                 0
  0.0395370848390983                 0                0                0                 0                 0                 0                 0
  0.0526141353881846                 0                0                0                 0                 0                 0                 0
  0.0579666915237385                 0                0                0                 0                 0                 0                 0
  0.059260317006997                  0                0                0                 0                 0                 0                 0
  0.0634352473278648                 0                0                0                 0                 0                 0                 0
  0.0822097265050285                 0                0                0                 0                 0                 1                 1
  0.0828292871544176                 0                0                0                 0                 0                 0                 0
  0.0922907567202869                 0                0                0                 0                 0                 0                 0
  0.0954511558538404                 0                0                0                 0                 0                 0                 0
  0.099314079179851                  0                0                0                 0                 0                 0                 0
  0.113555389841743                  1                0                0                 0                 0                 0                 0
  0.132975391498881                  0                0                1                 1                 0                 0                 0
  0.135384041759881                  0                0                0                 0                 1                 0                 0
  0.152125279642058                  0                0                0                 0                 0                 0                 0
  0.15243599304002                   0                1                0                 0                 0                 0                 0
  0.173961840628507                  0                0                0                 0                 0                 0                 0
  0.212329107631121                  0                0                0                 0                 0                 0                 0
  0.246608317961197                  0                0                0                 0                 0                 0                 0
  0.280462341536167                  0                0                0                 0                 0                 0                 0
  0.360957825834783                  0                0                0                 0                 0                 0                 0
  0.602653165351858                  0                0                0                 0                 0                 0                 0
                    
                     0.114093959731544 0.114342530449913 0.114591101168282 0.114839671886652 0.115088242605021 0.115833954760129 0.116082525478499
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 1                 0                 0                 0                 0                 1
  0.113555389841743                  1                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 1                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 1                 1                 1                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.116579666915237 0.117325379070346 0.118071091225454 0.118319661943823 0.118816803380562 0.11956251553567 0.119811086254039
  0.0159141753101485                 0                 0                 0                 0                 0                0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                0                 0
  0.059260317006997                  0                 0                 0                 0                 0                0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                1                 0
  0.099314079179851                  0                 0                 0                 0                 0                0                 0
  0.113555389841743                  0                 0                 0                 0                 1                0                 1
  0.132975391498881                  0                 0                 1                 0                 0                0                 0
  0.135384041759881                  1                 1                 0                 0                 0                0                 0
  0.152125279642058                  0                 0                 0                 1                 0                0                 0
  0.15243599304002                   0                 0                 0                 0                 0                0                 0
  0.173961840628507                  0                 0                 0                 0                 0                0                 0
  0.212329107631121                  0                 0                 0                 0                 0                0                 0
  0.246608317961197                  0                 0                 0                 0                 0                0                 0
  0.280462341536167                  0                 0                 0                 0                 0                0                 0
  0.360957825834783                  0                 0                 0                 0                 0                0                 0
  0.602653165351858                  0                 0                 0                 0                 0                0                 0
                    
                     0.120308227690778 0.120805369127517 0.121053939845886 0.121551081282625 0.121799652000994 0.123042505592841 0.12353964702958
  0.0159141753101485                 0                 1                 0                 0                 0                 0                0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                0
  0.059260317006997                  0                 0                 0                 0                 0                 0                0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                0
  0.099314079179851                  0                 0                 0                 0                 0                 0                0
  0.113555389841743                  1                 0                 1                 1                 0                 0                0
  0.132975391498881                  0                 0                 0                 0                 0                 1                0
  0.135384041759881                  0                 0                 0                 0                 0                 0                0
  0.152125279642058                  0                 0                 0                 0                 0                 0                0
  0.15243599304002                   0                 0                 0                 0                 1                 0                1
  0.173961840628507                  0                 0                 0                 0                 0                 0                0
  0.212329107631121                  0                 0                 0                 0                 0                 0                0
  0.246608317961197                  0                 0                 0                 0                 0                 0                0
  0.280462341536167                  0                 0                 0                 0                 0                 0                0
  0.360957825834783                  0                 0                 0                 0                 0                 0                0
  0.602653165351858                  0                 0                 0                 0                 0                 0                0
                    
                     0.124036788466319 0.124285359184688 0.124533929903057 0.125279642058166 0.125776783494904 0.126025354213274 0.126771066368382
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 1                 0                 0                 1
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  1                 0                 1                 0                 1                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 1                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 1                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.127019637086751 0.127268207805121 0.12751677852349 0.127765349241859 0.128262490678598 0.128511061396967 0.128759632115337
  0.0159141753101485                 0                 0                0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                0                 0                 0                 0                 0
  0.059260317006997                  0                 0                0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                0                 1                 0                 0                 0
  0.099314079179851                  0                 0                0                 0                 0                 0                 1
  0.113555389841743                  0                 0                0                 0                 0                 0                 0
  0.132975391498881                  0                 1                0                 0                 0                 0                 0
  0.135384041759881                  0                 0                1                 0                 1                 0                 0
  0.152125279642058                  0                 0                0                 0                 0                 1                 0
  0.15243599304002                   1                 0                0                 0                 0                 0                 0
  0.173961840628507                  0                 0                0                 0                 0                 0                 0
  0.212329107631121                  0                 0                0                 0                 0                 0                 0
  0.246608317961197                  0                 0                0                 0                 0                 0                 0
  0.280462341536167                  0                 0                0                 0                 0                 0                 0
  0.360957825834783                  0                 0                0                 0                 0                 0                 0
  0.602653165351858                  0                 0                0                 0                 0                 0                 0
                    
                     0.129008202833706 0.129256773552076 0.129753914988814 0.130002485707184 0.130499627143922 0.131245339299031 0.1314939100174
  0.0159141753101485                 0                 0                 0                 0                 0                 0               0
  0.0219985085756898                 0                 0                 0                 0                 0                 0               0
  0.0303256276410639                 0                 0                 0                 0                 0                 0               0
  0.0319102659706686                 0                 0                 0                 0                 0                 0               0
  0.0395370848390983                 0                 0                 0                 0                 0                 0               0
  0.0526141353881846                 0                 0                 0                 0                 0                 0               0
  0.0579666915237385                 0                 0                 0                 0                 0                 0               0
  0.059260317006997                  0                 1                 0                 0                 0                 0               0
  0.0634352473278648                 0                 0                 0                 0                 0                 0               0
  0.0822097265050285                 0                 0                 0                 0                 0                 0               1
  0.0828292871544176                 0                 0                 0                 0                 0                 0               0
  0.0922907567202869                 0                 0                 0                 0                 0                 0               0
  0.0954511558538404                 0                 0                 0                 0                 1                 0               0
  0.099314079179851                  0                 0                 0                 0                 0                 1               0
  0.113555389841743                  0                 0                 0                 0                 0                 0               0
  0.132975391498881                  1                 0                 0                 0                 0                 0               0
  0.135384041759881                  0                 0                 0                 1                 0                 0               0
  0.152125279642058                  0                 0                 0                 0                 0                 0               0
  0.15243599304002                   0                 0                 1                 0                 0                 0               0
  0.173961840628507                  0                 0                 0                 0                 0                 0               0
  0.212329107631121                  0                 0                 0                 0                 0                 0               0
  0.246608317961197                  0                 0                 0                 0                 0                 0               0
  0.280462341536167                  0                 0                 0                 0                 0                 0               0
  0.360957825834783                  0                 0                 0                 0                 0                 0               0
  0.602653165351858                  0                 0                 0                 0                 0                 0               0
                    
                     0.131742480735769 0.132488192890877 0.134476758637832 0.134725329356202 0.135222470792941 0.13547104151131 0.135719612229679
  0.0159141753101485                 0                 0                 0                 0                 0                0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                0                 0
  0.059260317006997                  0                 0                 0                 0                 0                0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                0                 0
  0.099314079179851                  0                 1                 0                 0                 0                0                 0
  0.113555389841743                  0                 0                 0                 0                 0                0                 1
  0.132975391498881                  1                 0                 0                 0                 1                1                 0
  0.135384041759881                  0                 0                 1                 0                 0                0                 0
  0.152125279642058                  0                 0                 0                 0                 0                0                 0
  0.15243599304002                   0                 0                 0                 0                 0                0                 0
  0.173961840628507                  0                 0                 0                 1                 0                0                 0
  0.212329107631121                  0                 0                 0                 0                 0                0                 0
  0.246608317961197                  0                 0                 0                 0                 0                0                 0
  0.280462341536167                  0                 0                 0                 0                 0                0                 0
  0.360957825834783                  0                 0                 0                 0                 0                0                 0
  0.602653165351858                  0                 0                 0                 0                 0                0                 0
                    
                     0.136216753666418 0.136465324384787 0.136713895103157 0.137211036539896 0.137708177976634 0.138453890131742 0.140193885160328
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 1                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  1                 0                 0                 0                 1                 1                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 1
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 1                 1                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.141933880188914 0.142431021625652 0.144419587372608 0.144668158090977 0.144916728809346 0.146905294556301 0.147651006711409
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 1                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 1
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 1                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 1                 0                 0                 0
  0.135384041759881                  0                 1                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  1                 0                 0                 0                 0                 1                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.148645289584887 0.149639572458364 0.150136713895103 0.151628138205319 0.154859557544121 0.155605269699229 0.155853840417599
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  1                 0                 1                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 1
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 1                 0                 1                 1                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 1                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.157842406164554 0.158588118319662 0.158836689038031 0.159085259756401 0.159582401193139 0.161322396221725 0.161570966940094
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 1                 0                 0                 0
  0.132975391498881                  0                 0                 1                 0                 1                 0                 1
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   1                 1                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 1                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.163559532687049 0.163808103405419 0.165548098434004 0.166790952025851 0.167039522744221 0.167785234899329 0.169276659209545
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 1                 0                 0                 0                 0
  0.152125279642058                  1                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 1                 0                 1                 1                 1                 1
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.169525229927914 0.1712652249565 0.171513795674869 0.172508078548347 0.172756649266716 0.17549092716878 0.176982351478996
  0.0159141753101485                 0               0                 0                 0                 0                0                 0
  0.0219985085756898                 0               0                 0                 0                 0                0                 0
  0.0303256276410639                 0               0                 0                 0                 0                0                 0
  0.0319102659706686                 0               0                 0                 0                 0                0                 0
  0.0395370848390983                 0               0                 0                 0                 0                0                 0
  0.0526141353881846                 0               0                 0                 0                 0                0                 0
  0.0579666915237385                 0               0                 0                 0                 0                0                 0
  0.059260317006997                  0               0                 0                 0                 0                0                 0
  0.0634352473278648                 0               0                 0                 0                 0                0                 0
  0.0822097265050285                 0               0                 0                 0                 0                0                 0
  0.0828292871544176                 0               0                 0                 0                 0                0                 0
  0.0922907567202869                 0               0                 0                 0                 0                0                 0
  0.0954511558538404                 0               0                 0                 0                 0                0                 0
  0.099314079179851                  0               0                 0                 0                 0                0                 0
  0.113555389841743                  0               0                 0                 0                 0                0                 0
  0.132975391498881                  0               0                 0                 0                 0                1                 0
  0.135384041759881                  0               0                 0                 0                 0                0                 0
  0.152125279642058                  0               1                 0                 0                 0                0                 0
  0.15243599304002                   0               0                 0                 0                 0                0                 0
  0.173961840628507                  0               0                 1                 1                 1                0                 1
  0.212329107631121                  1               0                 0                 0                 0                0                 0
  0.246608317961197                  0               0                 0                 0                 0                0                 0
  0.280462341536167                  0               0                 0                 0                 0                0                 0
  0.360957825834783                  0               0                 0                 0                 0                0                 0
  0.602653165351858                  0               0                 0                 0                 0                0                 0
                    
                     0.177728063634104 0.178722346507581 0.17946805866269 0.180462341536167 0.181208053691275 0.181456624409645 0.182202336564753
  0.0159141753101485                 0                 0                0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                0                 0                 0                 0                 0
  0.059260317006997                  0                 0                0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                0                 0                 0                 0                 0
  0.099314079179851                  0                 0                0                 0                 0                 0                 0
  0.113555389841743                  0                 0                0                 0                 0                 0                 0
  0.132975391498881                  0                 0                0                 0                 0                 0                 0
  0.135384041759881                  0                 0                0                 0                 0                 0                 0
  0.152125279642058                  0                 0                0                 0                 0                 0                 0
  0.15243599304002                   0                 0                0                 0                 0                 0                 0
  0.173961840628507                  1                 0                0                 0                 1                 1                 1
  0.212329107631121                  0                 1                1                 1                 0                 0                 0
  0.246608317961197                  0                 0                0                 0                 0                 0                 0
  0.280462341536167                  0                 0                0                 0                 0                 0                 0
  0.360957825834783                  0                 0                0                 0                 0                 0                 0
  0.602653165351858                  0                 0                0                 0                 0                 0                 0
                    
                     0.182948048719861 0.184936614466816 0.185185185185185 0.188168033805618 0.188665175242356 0.190902311707681 0.191648023862789
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 1                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  1                 0                 0                 1                 1                 1                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 1
  0.246608317961197                  0                 0                 1                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.193885160328113 0.194630872483221 0.19512801391996 0.199850857568978 0.200099428287348 0.200845140442456 0.201342281879195
  0.0159141753101485                 0                 0                0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                0                 0                 0                 0                 0
  0.059260317006997                  0                 0                0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                0                 0                 0                 0                 0
  0.099314079179851                  0                 0                0                 0                 0                 0                 0
  0.113555389841743                  0                 0                0                 0                 0                 0                 0
  0.132975391498881                  0                 0                0                 0                 0                 0                 0
  0.135384041759881                  0                 0                1                 0                 0                 0                 0
  0.152125279642058                  0                 0                0                 0                 0                 0                 1
  0.15243599304002                   0                 0                0                 0                 0                 0                 0
  0.173961840628507                  0                 1                0                 1                 0                 0                 0
  0.212329107631121                  0                 0                0                 0                 0                 0                 0
  0.246608317961197                  1                 0                0                 0                 0                 1                 0
  0.280462341536167                  0                 0                0                 0                 1                 0                 0
  0.360957825834783                  0                 0                0                 0                 0                 0                 0
  0.602653165351858                  0                 0                0                 0                 0                 0                 0
                    
                     0.209047974148645 0.210787969177231 0.219487944320159 0.223962217250808 0.225702212279393 0.228436490181457 0.23092219736515
  0.0159141753101485                 0                 0                 0                 0                 0                 0                0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                0
  0.059260317006997                  0                 0                 0                 0                 0                 0                0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                0
  0.099314079179851                  0                 0                 0                 0                 0                 0                0
  0.113555389841743                  0                 0                 0                 0                 0                 0                0
  0.132975391498881                  0                 0                 0                 0                 0                 0                0
  0.135384041759881                  0                 0                 0                 0                 1                 0                0
  0.152125279642058                  0                 0                 0                 0                 0                 0                0
  0.15243599304002                   0                 0                 0                 0                 0                 0                0
  0.173961840628507                  1                 0                 0                 1                 0                 0                1
  0.212329107631121                  0                 0                 0                 0                 0                 0                0
  0.246608317961197                  0                 1                 1                 0                 0                 1                0
  0.280462341536167                  0                 0                 0                 0                 0                 0                0
  0.360957825834783                  0                 0                 0                 0                 0                 0                0
  0.602653165351858                  0                 0                 0                 0                 0                 0                0
                    
                     0.231419338801889 0.235645041014169 0.236390753169277 0.241362167536664 0.242356450410142 0.243847874720358 0.245090728312205
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 1                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 1                 0
  0.246608317961197                  1                 0                 1                 0                 1                 0                 1
  0.280462341536167                  0                 1                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.245339299030574 0.253542132736764 0.258762117822521 0.260502112851106 0.261993537161322 0.262490678598061 0.265473527218494
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 1                 0                 0                 0
  0.246608317961197                  1                 1                 1                 0                 1                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 1                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 1
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.267462092965449 0.267959234402187 0.271936365896097 0.273676360924683 0.277653492418593 0.281382053194134 0.286104896843152
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 1                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 1                 1                 0                 0
  0.280462341536167                  1                 0                 1                 0                 0                 1                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 1
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.289584886900323 0.295302013422819 0.295550584141188 0.297539149888143 0.301516281382053 0.303256276410639 0.304747700720855
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   1                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 1                 0                 0                 0                 0
  0.246608317961197                  0                 1                 0                 0                 1                 0                 0
  0.280462341536167                  0                 0                 0                 1                 0                 1                 1
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.316181953765846 0.323887646035297 0.325379070345513 0.334327616206811 0.335570469798658 0.341039025602784 0.348496147153865
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 1                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  1                 0                 1                 1                 1                 1                 1
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
                     0.356450410141685 0.363658960974397 0.36664180959483 0.372110365398956 0.380064628386776 0.380561769823515 0.401193139448173
  0.0159141753101485                 0                 0                0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                0                 0                 0                 0                 0
  0.059260317006997                  0                 0                0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                0                 0                 0                 0                 0
  0.099314079179851                  0                 0                0                 0                 0                 0                 0
  0.113555389841743                  0                 0                0                 0                 0                 0                 0
  0.132975391498881                  0                 0                0                 0                 0                 0                 0
  0.135384041759881                  0                 0                0                 0                 0                 0                 0
  0.152125279642058                  0                 0                0                 0                 0                 0                 0
  0.15243599304002                   0                 0                0                 0                 0                 0                 0
  0.173961840628507                  0                 0                0                 0                 0                 0                 0
  0.212329107631121                  0                 0                0                 0                 0                 0                 0
  0.246608317961197                  0                 0                0                 0                 0                 0                 0
  0.280462341536167                  0                 0                0                 0                 1                 0                 0
  0.360957825834783                  1                 1                0                 1                 0                 1                 1
  0.602653165351858                  0                 0                1                 0                 0                 0                 0
                    
                     0.406910265970669 0.429281630623912 0.450658712403679 0.456127268207805 0.512055679840915 0.517027094208302 0.531692766592095
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 1                 0                 0                 1
  0.602653165351858                  1                 1                 1                 0                 1                 1                 0
                    
                     0.542132736763609 0.546607009694258 0.564504101416853 0.573949788714889 0.581904051702709 0.615212527964206 0.703455132985334
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0303256276410639                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 0
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 0                 0
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.246608317961197                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  1                 1                 1                 1                 1                 1                 1
                    
                     0.711160825254785 0.72110365398956 0.745712155108128 0.751926423067363 0.820034799900572 0.890131742480736
  0.0159141753101485                 0                0                 0                 0                 0                 0
  0.0219985085756898                 0                0                 0                 0                 0                 0
  0.0303256276410639                 0                0                 0                 0                 0                 0
  0.0319102659706686                 0                0                 0                 0                 0                 0
  0.0395370848390983                 0                0                 0                 0                 0                 0
  0.0526141353881846                 0                0                 0                 0                 0                 0
  0.0579666915237385                 0                0                 0                 0                 0                 0
  0.059260317006997                  0                0                 0                 0                 0                 0
  0.0634352473278648                 0                0                 0                 0                 0                 0
  0.0822097265050285                 0                0                 0                 0                 0                 0
  0.0828292871544176                 0                0                 0                 0                 0                 0
  0.0922907567202869                 0                0                 0                 0                 0                 0
  0.0954511558538404                 0                0                 0                 0                 0                 0
  0.099314079179851                  0                0                 0                 0                 0                 0
  0.113555389841743                  0                0                 0                 0                 0                 0
  0.132975391498881                  0                0                 0                 0                 0                 0
  0.135384041759881                  0                0                 0                 0                 0                 0
  0.152125279642058                  0                0                 0                 0                 0                 0
  0.15243599304002                   0                0                 0                 0                 0                 0
  0.173961840628507                  0                0                 0                 0                 0                 0
  0.212329107631121                  0                0                 0                 0                 0                 0
  0.246608317961197                  0                0                 0                 0                 0                 0
  0.280462341536167                  0                0                 0                 0                 0                 0
  0.360957825834783                  0                0                 0                 0                 0                 0
  0.602653165351858                  1                1                 1                 1                 1                 1
print(dataset_ctree)

     Conditional inference tree with 25 terminal nodes

Response:  Global_Sales 
Inputs:  NA_Sales, EU_Sales, Other_Sales, Genre, Platform 
Number of observations:  565 

1) NA_Sales <= 0.1712517; criterion = 1, statistic = 472.848
  2) NA_Sales <= 0.08700138; criterion = 1, statistic = 342.942
    3) EU_Sales <= 0.05279503; criterion = 1, statistic = 228.952
      4) NA_Sales <= 0.04126547; criterion = 1, statistic = 127.032
        5) NA_Sales <= 0.0147868; criterion = 1, statistic = 43.789
          6) Other_Sales <= 0.01135289; criterion = 0.984, statistic = 22.266
            7)*  weights = 88 
          6) Other_Sales > 0.01135289
            8)*  weights = 8 
        5) NA_Sales > 0.0147868
          9) Other_Sales <= 0.0217597; criterion = 0.994, statistic = 31.281
            10) NA_Sales <= 0.01994498; criterion = 0.997, statistic = 33.853
              11) EU_Sales <= 0.02562112; criterion = 0.998, statistic = 12.373
                12)*  weights = 14 
              11) EU_Sales > 0.02562112
                13)*  weights = 9 
            10) NA_Sales > 0.01994498
              14)*  weights = 52 
          9) Other_Sales > 0.0217597
            15)*  weights = 10 
      4) NA_Sales > 0.04126547
        16) Other_Sales <= 0.03027436; criterion = 1, statistic = 21.431
          17) NA_Sales <= 0.07496561; criterion = 1, statistic = 16.839
            18) NA_Sales <= 0.05295736; criterion = 0.982, statistic = 17.307
              19)*  weights = 15 
            18) NA_Sales > 0.05295736
              20)*  weights = 25 
          17) NA_Sales > 0.07496561
            21)*  weights = 9 
        16) Other_Sales > 0.03027436
          22)*  weights = 7 
    3) EU_Sales > 0.05279503
      23) EU_Sales <= 0.125; criterion = 1, statistic = 66.484
        24) NA_Sales <= 0.04367263; criterion = 1, statistic = 54.45
          25)*  weights = 47 
        24) NA_Sales > 0.04367263
          26) NA_Sales <= 0.06327373; criterion = 0.999, statistic = 18.673
            27)*  weights = 37 
          26) NA_Sales > 0.06327373
            28)*  weights = 37 
      23) EU_Sales > 0.125
        29) EU_Sales <= 0.2437888; criterion = 0.997, statistic = 12.757
          30) NA_Sales <= 0.053989; criterion = 1, statistic = 17.772
            31)*  weights = 23 
          30) NA_Sales > 0.053989
            32)*  weights = 20 
        29) EU_Sales > 0.2437888
          33)*  weights = 7 
  2) NA_Sales > 0.08700138
    34) EU_Sales <= 0.2026398; criterion = 1, statistic = 62.344
      35) EU_Sales <= 0.1304348; criterion = 1, statistic = 20.714
        36) Other_Sales <= 0.05581835; criterion = 1, statistic = 25.924
          37) NA_Sales <= 0.1000688; criterion = 0.981, statistic = 23.686
            38)*  weights = 18 
          37) NA_Sales > 0.1000688
            39)*  weights = 25 
        36) Other_Sales > 0.05581835
          40)*  weights = 8 
      35) EU_Sales > 0.1304348
        41)*  weights = 33 
    34) EU_Sales > 0.2026398
      42) EU_Sales <= 0.238354; criterion = 0.967, statistic = 13.681
        43)*  weights = 10 
      42) EU_Sales > 0.238354
        44)*  weights = 10 
1) NA_Sales > 0.1712517
  45) NA_Sales <= 0.2929849; criterion = 1, statistic = 32.036
    46) EU_Sales <= 0.2414596; criterion = 1, statistic = 24.666
      47)*  weights = 19 
    46) EU_Sales > 0.2414596
      48)*  weights = 15 
  45) NA_Sales > 0.2929849
    49)*  weights = 19 
plot(dataset_ctree,type="simple")

plot(dataset_ctree)

 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
                    
testPred             0.0062142679592344 0.0136713895103157 0.0161570966940094 0.0181456624409645 0.0196370867511807 0.0201342281879195
  0.0159141753101485                  1                  1                  1                  1                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  1
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  1                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  0                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  0                  0                  0
  0.0828292871544176                  0                  0                  0                  0                  0                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  0
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
testPred             0.021128511061397 0.0268456375838926 0.033059905543127 0.0352970420084514 0.0420084514044246 0.0430027342779021
  0.0159141753101485                 1                  0                 0                  0                  0                  0
  0.0219985085756898                 0                  0                 0                  0                  0                  0
  0.0319102659706686                 0                  1                 0                  0                  0                  0
  0.0395370848390983                 0                  0                 1                  1                  0                  1
  0.0526141353881846                 0                  0                 0                  0                  0                  0
  0.059260317006997                  0                  0                 0                  0                  1                  0
  0.0634352473278648                 0                  0                 0                  0                  0                  0
  0.0822097265050285                 0                  0                 0                  0                  0                  0
  0.0828292871544176                 0                  0                 0                  0                  0                  0
  0.0954511558538404                 0                  0                 0                  0                  0                  0
  0.099314079179851                  0                  0                 0                  0                  0                  0
  0.113555389841743                  0                  0                 0                  0                  0                  0
  0.132975391498881                  0                  0                 0                  0                  0                  0
  0.135384041759881                  0                  0                 0                  0                  0                  0
  0.152125279642058                  0                  0                 0                  0                  0                  0
  0.15243599304002                   0                  0                 0                  0                  0                  0
  0.173961840628507                  0                  0                 0                  0                  0                  0
  0.212329107631121                  0                  0                 0                  0                  0                  0
  0.280462341536167                  0                  0                 0                  0                  0                  0
  0.360957825834783                  0                  0                 0                  0                  0                  0
  0.602653165351858                  0                  0                 0                  0                  0                  0
                    
testPred             0.0432513049962714 0.0474770072085508 0.0479741486452896 0.0546855580412627 0.056176982351479 0.0584141188168034
  0.0159141753101485                  0                  0                  0                  0                 0                  0
  0.0219985085756898                  0                  0                  0                  0                 0                  0
  0.0319102659706686                  0                  0                  0                  0                 0                  0
  0.0395370848390983                  1                  0                  0                  0                 0                  1
  0.0526141353881846                  0                  0                  1                  1                 1                  0
  0.059260317006997                   0                  1                  0                  0                 0                  0
  0.0634352473278648                  0                  0                  0                  0                 0                  0
  0.0822097265050285                  0                  0                  0                  0                 0                  0
  0.0828292871544176                  0                  0                  0                  0                 0                  0
  0.0954511558538404                  0                  0                  0                  0                 0                  0
  0.099314079179851                   0                  0                  0                  0                 0                  0
  0.113555389841743                   0                  0                  0                  0                 0                  0
  0.132975391498881                   0                  0                  0                  0                 0                  0
  0.135384041759881                   0                  0                  0                  0                 0                  0
  0.152125279642058                   0                  0                  0                  0                 0                  0
  0.15243599304002                    0                  0                  0                  0                 0                  0
  0.173961840628507                   0                  0                  0                  0                 0                  0
  0.212329107631121                   0                  0                  0                  0                 0                  0
  0.280462341536167                   0                  0                  0                  0                 0                  0
  0.360957825834783                   0                  0                  0                  0                 0                  0
  0.602653165351858                   0                  0                  0                  0                 0                  0
                    
testPred             0.0626398210290828 0.0633855331841909 0.0666169525229928 0.0700969425801641 0.0743226447924435 0.0755654983842903
  0.0159141753101485                  0                  0                  0                  0                  0                  0
  0.0219985085756898                  0                  0                  0                  0                  0                  0
  0.0319102659706686                  0                  0                  0                  0                  0                  0
  0.0395370848390983                  0                  0                  0                  0                  0                  0
  0.0526141353881846                  0                  0                  0                  0                  0                  0
  0.059260317006997                   0                  0                  0                  0                  0                  0
  0.0634352473278648                  0                  1                  0                  0                  0                  0
  0.0822097265050285                  0                  0                  0                  1                  0                  0
  0.0828292871544176                  1                  0                  1                  0                  1                  0
  0.0954511558538404                  0                  0                  0                  0                  0                  0
  0.099314079179851                   0                  0                  0                  0                  0                  1
  0.113555389841743                   0                  0                  0                  0                  0                  0
  0.132975391498881                   0                  0                  0                  0                  0                  0
  0.135384041759881                   0                  0                  0                  0                  0                  0
  0.152125279642058                   0                  0                  0                  0                  0                  0
  0.15243599304002                    0                  0                  0                  0                  0                  0
  0.173961840628507                   0                  0                  0                  0                  0                  0
  0.212329107631121                   0                  0                  0                  0                  0                  0
  0.280462341536167                   0                  0                  0                  0                  0                  0
  0.360957825834783                   0                  0                  0                  0                  0                  0
  0.602653165351858                   0                  0                  0                  0                  0                  0
                    
testPred             0.0785483470047228 0.0797912005965697 0.081282624906786 0.085259756400696 0.0897340293313448 0.0909768829231916
  0.0159141753101485                  0                  1                 0                 0                  0                  1
  0.0219985085756898                  0                  0                 0                 0                  0                  0
  0.0319102659706686                  0                  0                 0                 0                  0                  0
  0.0395370848390983                  0                  0                 0                 0                  0                  0
  0.0526141353881846                  0                  0                 0                 0                  0                  0
  0.059260317006997                   0                  0                 0                 0                  0                  0
  0.0634352473278648                  1                  0                 0                 0                  0                  0
  0.0822097265050285                  0                  0                 0                 0                  0                  0
  0.0828292871544176                  0                  0                 0                 0                  0                  0
  0.0954511558538404                  0                  0                 0                 0                  0                  0
  0.099314079179851                   0                  0                 1                 1                  1                  0
  0.113555389841743                   0                  0                 0                 0                  0                  0
  0.132975391498881                   0                  0                 0                 0                  0                  0
  0.135384041759881                   0                  0                 0                 0                  0                  0
  0.152125279642058                   0                  0                 0                 0                  0                  0
  0.15243599304002                    0                  0                 0                 0                  0                  0
  0.173961840628507                   0                  0                 0                 0                  0                  0
  0.212329107631121                   0                  0                 0                 0                  0                  0
  0.280462341536167                   0                  0                 0                 0                  0                  0
  0.360957825834783                   0                  0                 0                 0                  0                  0
  0.602653165351858                   0                  0                 0                 0                  0                  0
                    
testPred             0.0914740243599304 0.0944568729803629 0.0999254287844892 0.101665423813075 0.105145413870246 0.120059656972409
  0.0159141753101485                  0                  0                  0                 0                 0                 0
  0.0219985085756898                  0                  0                  0                 0                 0                 0
  0.0319102659706686                  0                  0                  0                 0                 0                 0
  0.0395370848390983                  0                  0                  0                 0                 0                 0
  0.0526141353881846                  0                  0                  0                 0                 0                 0
  0.059260317006997                   0                  0                  0                 0                 0                 0
  0.0634352473278648                  0                  0                  0                 0                 0                 0
  0.0822097265050285                  1                  1                  0                 0                 0                 0
  0.0828292871544176                  0                  0                  0                 0                 0                 0
  0.0954511558538404                  0                  0                  0                 0                 1                 0
  0.099314079179851                   0                  0                  0                 1                 0                 0
  0.113555389841743                   0                  0                  1                 0                 0                 0
  0.132975391498881                   0                  0                  0                 0                 0                 0
  0.135384041759881                   0                  0                  0                 0                 0                 0
  0.152125279642058                   0                  0                  0                 0                 0                 0
  0.15243599304002                    0                  0                  0                 0                 0                 1
  0.173961840628507                   0                  0                  0                 0                 0                 0
  0.212329107631121                   0                  0                  0                 0                 0                 0
  0.280462341536167                   0                  0                  0                 0                 0                 0
  0.360957825834783                   0                  0                  0                 0                 0                 0
  0.602653165351858                   0                  0                  0                 0                 0                 0
                    
testPred             0.122545364156102 0.130748197862292 0.132985334327616 0.138205319413373 0.156350981854338 0.156599552572707 0.157345264727815
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 1                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 1                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 1                 0                 0                 0                 1                 0
  0.135384041759881                  1                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 0                 0                 0                 0                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 1                 0                 0                 1
  0.212329107631121                  0                 0                 0                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 0                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.162813820531941 0.166045239870743 0.169028088491176 0.190405170270942 0.204573701217997 0.206810837683321 0.217499378573204
  0.0159141753101485                 0                 0                 0                 0                 0                 0                 0
  0.0219985085756898                 0                 0                 0                 0                 0                 0                 0
  0.0319102659706686                 0                 0                 0                 0                 0                 0                 0
  0.0395370848390983                 0                 0                 0                 0                 0                 0                 0
  0.0526141353881846                 0                 0                 0                 0                 0                 0                 0
  0.059260317006997                  0                 0                 0                 0                 0                 0                 0
  0.0634352473278648                 0                 0                 0                 0                 0                 0                 0
  0.0822097265050285                 0                 0                 0                 0                 0                 0                 0
  0.0828292871544176                 0                 0                 0                 0                 0                 0                 0
  0.0954511558538404                 0                 0                 0                 0                 0                 0                 0
  0.099314079179851                  0                 0                 0                 0                 0                 0                 0
  0.113555389841743                  0                 0                 0                 0                 0                 0                 0
  0.132975391498881                  0                 0                 0                 0                 0                 0                 1
  0.135384041759881                  0                 0                 0                 0                 0                 0                 0
  0.152125279642058                  0                 1                 0                 0                 1                 0                 0
  0.15243599304002                   0                 0                 0                 0                 0                 0                 0
  0.173961840628507                  0                 0                 0                 0                 0                 1                 0
  0.212329107631121                  1                 0                 1                 0                 0                 0                 0
  0.280462341536167                  0                 0                 0                 1                 0                 0                 0
  0.360957825834783                  0                 0                 0                 0                 0                 0                 0
  0.602653165351858                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.238130748197862 0.25478498632861 0.353716132239622 0.393736017897092 0.502361421824509 0.779517772806363 1
  0.0159141753101485                 0                0                 0                 0                 0                 0 0
  0.0219985085756898                 0                0                 0                 0                 0                 0 0
  0.0319102659706686                 0                0                 0                 0                 0                 0 0
  0.0395370848390983                 0                0                 0                 0                 0                 0 0
  0.0526141353881846                 0                0                 0                 0                 0                 0 0
  0.059260317006997                  0                0                 0                 0                 0                 0 0
  0.0634352473278648                 0                0                 0                 0                 0                 0 0
  0.0822097265050285                 0                0                 0                 0                 0                 0 0
  0.0828292871544176                 0                0                 0                 0                 0                 0 0
  0.0954511558538404                 0                0                 0                 0                 0                 0 0
  0.099314079179851                  0                0                 0                 0                 0                 0 0
  0.113555389841743                  0                0                 0                 0                 0                 0 0
  0.132975391498881                  0                0                 0                 0                 0                 0 0
  0.135384041759881                  0                0                 0                 0                 0                 0 0
  0.152125279642058                  0                0                 0                 0                 0                 0 0
  0.15243599304002                   0                0                 0                 0                 0                 0 0
  0.173961840628507                  0                0                 0                 0                 0                 0 0
  0.212329107631121                  0                0                 0                 0                 0                 0 0
  0.280462341536167                  1                0                 0                 0                 1                 0 0
  0.360957825834783                  0                1                 1                 1                 0                 0 0
  0.602653165351858                  0                0                 0                 0                 0                 1 1
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
Error in !all.equal(nrow(data), ncol(data)) : invalid argument type
>>>>>>> Stashed changes <<<<<<< Updated upstream
precision90ctree=(((442/862)+(281/916)+(454/1010))/3)*100
sensitivity90ctree=(( 0.8080+0.5165+0.8731)/3)*100
specificity90ctree=(( 0.8102+0.8585+0.9258)/3)*100
=======
precision90ctree=(((486/808)+(243/919)+(422/974))/3)*100
sensitivity90ctree=(( 0.8764+0.4559+0.8423)/3)*100
specificity90ctree=((0.7814+0.8879+0.9128)/3)*100
>>>>>>> Stashed changes

ID3 alogrithm:80% taining set, 20% testing set

<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.8, 0.2))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
<<<<<<< Updated upstream
table(predict(dataset_ctree), trainData$Global_Sales)
print(dataset_ctree)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)

acc80ctree <- co_result$overall["Accuracy"]
acc80ctree=acc80ctree*100
======= table(predict(dataset_ctree), trainData$Global_Sales)
                    
                     0 0.000248570718369376 0.000745712155108128 0.000994282873477504 0.00124285359184688 0.00149142431021626 0.00173999502858563
  0.0162225100409488 1                    1                    1                    1                   1                   1                   1
  0.0251187252246948 0                    0                    0                    0                   0                   0                   0
  0.0348354106743368 0                    0                    0                    0                   0                   0                   0
  0.039735804836476  0                    0                    0                    0                   0                   0                   0
  0.0486991465738669 0                    0                    0                    0                   0                   0                   0
  0.0579666915237385 0                    0                    0                    0                   0                   0                   0
  0.0581254560470841 0                    0                    0                    0                   0                   0                   0
  0.0693055745788248 0                    0                    0                    0                   0                   0                   0
  0.0755272567353104 0                    0                    0                    0                   0                   0                   0
  0.0922907567202869 0                    0                    0                    0                   0                   0                   0
  0.0946166684421718 0                    0                    0                    0                   0                   0                   0
  0.0965266046761732 0                    0                    0                    0                   0                   0                   0
  0.117668643395713  0                    0                    0                    0                   0                   0                   0
  0.124055909290809  0                    0                    0                    0                   0                   0                   0
  0.132923191648024  0                    0                    0                    0                   0                   0                   0
  0.138090594466433  0                    0                    0                    0                   0                   0                   0
  0.155671555224128  0                    0                    0                    0                   0                   0                   0
  0.175012906556531  0                    0                    0                    0                   0                   0                   0
  0.177802634849615  0                    0                    0                    0                   0                   0                   0
  0.234374568453614  0                    0                    0                    0                   0                   0                   0
  0.238590604026846  0                    0                    0                    0                   0                   0                   0
  0.286602038279891  0                    0                    0                    0                   0                   0                   0
  0.394730300770569  0                    0                    0                    0                   0                   0                   0
  0.641259188239054  0                    0                    0                    0                   0                   0                   0
                    
                     0.00198856574695501 0.00223713646532438 0.00248570718369376 0.00273427790206314 0.00298284862043251 0.00323141933880189
  0.0162225100409488                   1                   1                   1                   1                   1                   1
  0.0251187252246948                   0                   0                   0                   0                   0                   0
  0.0348354106743368                   0                   0                   0                   0                   0                   0
  0.039735804836476                    0                   0                   0                   0                   0                   0
  0.0486991465738669                   0                   0                   0                   0                   0                   0
  0.0579666915237385                   0                   0                   0                   0                   0                   0
  0.0581254560470841                   0                   0                   0                   0                   0                   0
  0.0693055745788248                   0                   0                   0                   0                   0                   0
  0.0755272567353104                   0                   0                   0                   0                   0                   0
  0.0922907567202869                   0                   0                   0                   0                   0                   0
  0.0946166684421718                   0                   0                   0                   0                   0                   0
  0.0965266046761732                   0                   0                   0                   0                   0                   0
  0.117668643395713                    0                   0                   0                   0                   0                   0
  0.124055909290809                    0                   0                   0                   0                   0                   0
  0.132923191648024                    0                   0                   0                   0                   0                   0
  0.138090594466433                    0                   0                   0                   0                   0                   0
  0.155671555224128                    0                   0                   0                   0                   0                   0
  0.175012906556531                    0                   0                   0                   0                   0                   0
  0.177802634849615                    0                   0                   0                   0                   0                   0
  0.234374568453614                    0                   0                   0                   0                   0                   0
  0.238590604026846                    0                   0                   0                   0                   0                   0
  0.286602038279891                    0                   0                   0                   0                   0                   0
  0.394730300770569                    0                   0                   0                   0                   0                   0
  0.641259188239054                    0                   0                   0                   0                   0                   0
                    
                     0.00347999005717126 0.00372856077554064 0.00397713149391002 0.00472284364901815 0.00497141436738752 0.0052199850857569
  0.0162225100409488                   1                   1                   1                   1                   1                  1
  0.0251187252246948                   0                   0                   0                   0                   0                  0
  0.0348354106743368                   0                   0                   0                   0                   0                  0
  0.039735804836476                    0                   0                   0                   0                   0                  0
  0.0486991465738669                   0                   0                   0                   0                   0                  0
  0.0579666915237385                   0                   0                   0                   0                   0                  0
  0.0581254560470841                   0                   0                   0                   0                   0                  0
  0.0693055745788248                   0                   0                   0                   0                   0                  0
  0.0755272567353104                   0                   0                   0                   0                   0                  0
  0.0922907567202869                   0                   0                   0                   0                   0                  0
  0.0946166684421718                   0                   0                   0                   0                   0                  0
  0.0965266046761732                   0                   0                   0                   0                   0                  0
  0.117668643395713                    0                   0                   0                   0                   0                  0
  0.124055909290809                    0                   0                   0                   0                   0                  0
  0.132923191648024                    0                   0                   0                   0                   0                  0
  0.138090594466433                    0                   0                   0                   0                   0                  0
  0.155671555224128                    0                   0                   0                   0                   0                  0
  0.175012906556531                    0                   0                   0                   0                   0                  0
  0.177802634849615                    0                   0                   0                   0                   0                  0
  0.234374568453614                    0                   0                   0                   0                   0                  0
  0.238590604026846                    0                   0                   0                   0                   0                  0
  0.286602038279891                    0                   0                   0                   0                   0                  0
  0.394730300770569                    0                   0                   0                   0                   0                  0
  0.641259188239054                    0                   0                   0                   0                   0                  0
                    
                     0.00571712652249565 0.00596569724086503 0.00646283867760378 0.00671140939597315 0.00695998011434253 0.00720855083271191
  0.0162225100409488                   1                   1                   1                   1                   1                   1
  0.0251187252246948                   0                   0                   0                   0                   0                   0
  0.0348354106743368                   0                   0                   0                   0                   0                   0
  0.039735804836476                    0                   0                   0                   0                   0                   0
  0.0486991465738669                   0                   0                   0                   0                   0                   0
  0.0579666915237385                   0                   0                   0                   0                   0                   0
  0.0581254560470841                   0                   0                   0                   0                   0                   0
  0.0693055745788248                   0                   0                   0                   0                   0                   0
  0.0755272567353104                   0                   0                   0                   0                   0                   0
  0.0922907567202869                   0                   0                   0                   0                   0                   0
  0.0946166684421718                   0                   0                   0                   0                   0                   0
  0.0965266046761732                   0                   0                   0                   0                   0                   0
  0.117668643395713                    0                   0                   0                   0                   0                   0
  0.124055909290809                    0                   0                   0                   0                   0                   0
  0.132923191648024                    0                   0                   0                   0                   0                   0
  0.138090594466433                    0                   0                   0                   0                   0                   0
  0.155671555224128                    0                   0                   0                   0                   0                   0
  0.175012906556531                    0                   0                   0                   0                   0                   0
  0.177802634849615                    0                   0                   0                   0                   0                   0
  0.234374568453614                    0                   0                   0                   0                   0                   0
  0.238590604026846                    0                   0                   0                   0                   0                   0
  0.286602038279891                    0                   0                   0                   0                   0                   0
  0.394730300770569                    0                   0                   0                   0                   0                   0
  0.641259188239054                    0                   0                   0                   0                   0                   0
                    
                     0.00770569226945066 0.00795426298782003 0.00820283370618941 0.00845140442455878 0.00869997514292816 0.00894854586129754
  0.0162225100409488                   1                   1                   1                   1                   1                   1
  0.0251187252246948                   0                   0                   0                   0                   0                   0
  0.0348354106743368                   0                   0                   0                   0                   0                   0
  0.039735804836476                    0                   0                   0                   0                   0                   0
  0.0486991465738669                   0                   0                   0                   0                   0                   0
  0.0579666915237385                   0                   0                   0                   0                   0                   0
  0.0581254560470841                   0                   0                   0                   0                   0                   0
  0.0693055745788248                   0                   0                   0                   0                   0                   0
  0.0755272567353104                   0                   0                   0                   0                   0                   0
  0.0922907567202869                   0                   0                   0                   0                   0                   0
  0.0946166684421718                   0                   0                   0                   0                   0                   0
  0.0965266046761732                   0                   0                   0                   0                   0                   0
  0.117668643395713                    0                   0                   0                   0                   0                   0
  0.124055909290809                    0                   0                   0                   0                   0                   0
  0.132923191648024                    0                   0                   0                   0                   0                   0
  0.138090594466433                    0                   0                   0                   0                   0                   0
  0.155671555224128                    0                   0                   0                   0                   0                   0
  0.175012906556531                    0                   0                   0                   0                   0                   0
  0.177802634849615                    0                   0                   0                   0                   0                   0
  0.234374568453614                    0                   0                   0                   0                   0                   0
  0.238590604026846                    0                   0                   0                   0                   0                   0
  0.286602038279891                    0                   0                   0                   0                   0                   0
  0.394730300770569                    0                   0                   0                   0                   0                   0
  0.641259188239054                    0                   0                   0                   0                   0                   0
                    
                     0.00919711657966691 0.00944568729803629 0.00969425801640567 0.00994282873477504 0.0101913994531444 0.0104399701715138
  0.0162225100409488                   1                   1                   1                   1                  1                  1
  0.0251187252246948                   0                   0                   0                   0                  0                  0
  0.0348354106743368                   0                   0                   0                   0                  0                  0
  0.039735804836476                    0                   0                   0                   0                  0                  0
  0.0486991465738669                   0                   0                   0                   0                  0                  0
  0.0579666915237385                   0                   0                   0                   0                  0                  0
  0.0581254560470841                   0                   0                   0                   0                  0                  0
  0.0693055745788248                   0                   0                   0                   0                  0                  0
  0.0755272567353104                   0                   0                   0                   0                  0                  0
  0.0922907567202869                   0                   0                   0                   0                  0                  0
  0.0946166684421718                   0                   0                   0                   0                  0                  0
  0.0965266046761732                   0                   0                   0                   0                  0                  0
  0.117668643395713                    0                   0                   0                   0                  0                  0
  0.124055909290809                    0                   0                   0                   0                  0                  0
  0.132923191648024                    0                   0                   0                   0                  0                  0
  0.138090594466433                    0                   0                   0                   0                  0                  0
  0.155671555224128                    0                   0                   0                   0                  0                  0
  0.175012906556531                    0                   0                   0                   0                  0                  0
  0.177802634849615                    0                   0                   0                   0                  0                  0
  0.234374568453614                    0                   0                   0                   0                  0                  0
  0.238590604026846                    0                   0                   0                   0                  0                  0
  0.286602038279891                    0                   0                   0                   0                  0                  0
  0.394730300770569                    0                   0                   0                   0                  0                  0
  0.641259188239054                    0                   0                   0                   0                  0                  0
                    
                     0.0106885408898832 0.0109371116082525 0.0111856823266219 0.0116828237633607 0.0119313944817301 0.0121799652000994
  0.0162225100409488                  1                  1                  1                  1                  1                  1
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0124285359184688 0.0126771066368382 0.0129256773552076 0.0131742480735769 0.0141685309470544 0.0144171016654238
  0.0162225100409488                  1                  0                  1                  1                  1                  1
  0.0251187252246948                  0                  1                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0149142431021626 0.0151628138205319 0.0156599552572707 0.0159085259756401 0.0164056674123788 0.0166542381307482
  0.0162225100409488                  1                  1                  0                  1                  1                  0
  0.0251187252246948                  0                  0                  1                  0                  0                  1
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0171513795674869 0.0173999502858563 0.0176485210042257 0.0178970917225951 0.0183942331593338 0.0188913745960726
  0.0162225100409488                  1                  0                  1                  1                  1                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  1
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  1                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.019139945314442 0.0193885160328113 0.0198856574695501 0.0203827989062888 0.0206313696246582 0.0208799403430276
  0.0162225100409488                 1                  1                  1                  0                  1                  0
  0.0251187252246948                 0                  0                  0                  1                  0                  1
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.039735804836476                  0                  0                  0                  0                  0                  0
  0.0486991465738669                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.0581254560470841                 0                  0                  0                  0                  0                  0
  0.0693055745788248                 0                  0                  0                  0                  0                  0
  0.0755272567353104                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0946166684421718                 0                  0                  0                  0                  0                  0
  0.0965266046761732                 0                  0                  0                  0                  0                  0
  0.117668643395713                  0                  0                  0                  0                  0                  0
  0.124055909290809                  0                  0                  0                  0                  0                  0
  0.132923191648024                  0                  0                  0                  0                  0                  0
  0.138090594466433                  0                  0                  0                  0                  0                  0
  0.155671555224128                  0                  0                  0                  0                  0                  0
  0.175012906556531                  0                  0                  0                  0                  0                  0
  0.177802634849615                  0                  0                  0                  0                  0                  0
  0.234374568453614                  0                  0                  0                  0                  0                  0
  0.238590604026846                  0                  0                  0                  0                  0                  0
  0.286602038279891                  0                  0                  0                  0                  0                  0
  0.394730300770569                  0                  0                  0                  0                  0                  0
  0.641259188239054                  0                  0                  0                  0                  0                  0
                    
                     0.0213770817797663 0.0216256524981357 0.0221227939348745 0.0226199353716132 0.0228685060899826 0.023117076808352
  0.0162225100409488                  0                  1                  1                  0                  0                 0
  0.0251187252246948                  1                  0                  0                  0                  1                 1
  0.0348354106743368                  0                  0                  0                  1                  0                 0
  0.039735804836476                   0                  0                  0                  0                  0                 0
  0.0486991465738669                  0                  0                  0                  0                  0                 0
  0.0579666915237385                  0                  0                  0                  0                  0                 0
  0.0581254560470841                  0                  0                  0                  0                  0                 0
  0.0693055745788248                  0                  0                  0                  0                  0                 0
  0.0755272567353104                  0                  0                  0                  0                  0                 0
  0.0922907567202869                  0                  0                  0                  0                  0                 0
  0.0946166684421718                  0                  0                  0                  0                  0                 0
  0.0965266046761732                  0                  0                  0                  0                  0                 0
  0.117668643395713                   0                  0                  0                  0                  0                 0
  0.124055909290809                   0                  0                  0                  0                  0                 0
  0.132923191648024                   0                  0                  0                  0                  0                 0
  0.138090594466433                   0                  0                  0                  0                  0                 0
  0.155671555224128                   0                  0                  0                  0                  0                 0
  0.175012906556531                   0                  0                  0                  0                  0                 0
  0.177802634849615                   0                  0                  0                  0                  0                 0
  0.234374568453614                   0                  0                  0                  0                  0                 0
  0.238590604026846                   0                  0                  0                  0                  0                 0
  0.286602038279891                   0                  0                  0                  0                  0                 0
  0.394730300770569                   0                  0                  0                  0                  0                 0
  0.641259188239054                   0                  0                  0                  0                  0                 0
                    
                     0.0233656475267213 0.0236142182450907 0.0238627889634601 0.0241113596818295 0.0243599304001989 0.0246085011185682
  0.0162225100409488                  0                  1                  0                  0                  0                  1
  0.0251187252246948                  0                  0                  1                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  1                  0                  0
  0.039735804836476                   1                  0                  0                  0                  1                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0248570718369376 0.025105642555307 0.0253542132736764 0.0256027839920457 0.0258513547104151 0.0260999254287845
  0.0162225100409488                  0                 0                  0                  1                  1                  1
  0.0251187252246948                  0                 1                  0                  0                  0                  0
  0.0348354106743368                  1                 0                  0                  0                  0                  0
  0.039735804836476                   0                 0                  1                  0                  0                  0
  0.0486991465738669                  0                 0                  0                  0                  0                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.0581254560470841                  0                 0                  0                  0                  0                  0
  0.0693055745788248                  0                 0                  0                  0                  0                  0
  0.0755272567353104                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0946166684421718                  0                 0                  0                  0                  0                  0
  0.0965266046761732                  0                 0                  0                  0                  0                  0
  0.117668643395713                   0                 0                  0                  0                  0                  0
  0.124055909290809                   0                 0                  0                  0                  0                  0
  0.132923191648024                   0                 0                  0                  0                  0                  0
  0.138090594466433                   0                 0                  0                  0                  0                  0
  0.155671555224128                   0                 0                  0                  0                  0                  0
  0.175012906556531                   0                 0                  0                  0                  0                  0
  0.177802634849615                   0                 0                  0                  0                  0                  0
  0.234374568453614                   0                 0                  0                  0                  0                  0
  0.238590604026846                   0                 0                  0                  0                  0                  0
  0.286602038279891                   0                 0                  0                  0                  0                  0
  0.394730300770569                   0                 0                  0                  0                  0                  0
  0.641259188239054                   0                 0                  0                  0                  0                  0
                    
                     0.0263484961471539 0.0265970668655232 0.027094208302262 0.0273427790206314 0.0275913497390007 0.0278399204573701
  0.0162225100409488                  0                  0                 0                  0                  0                  0
  0.0251187252246948                  1                  1                 0                  0                  0                  0
  0.0348354106743368                  0                  0                 0                  0                  1                  0
  0.039735804836476                   0                  0                 1                  1                  0                  1
  0.0486991465738669                  0                  0                 0                  0                  0                  0
  0.0579666915237385                  0                  0                 0                  0                  0                  0
  0.0581254560470841                  0                  0                 0                  0                  0                  0
  0.0693055745788248                  0                  0                 0                  0                  0                  0
  0.0755272567353104                  0                  0                 0                  0                  0                  0
  0.0922907567202869                  0                  0                 0                  0                  0                  0
  0.0946166684421718                  0                  0                 0                  0                  0                  0
  0.0965266046761732                  0                  0                 0                  0                  0                  0
  0.117668643395713                   0                  0                 0                  0                  0                  0
  0.124055909290809                   0                  0                 0                  0                  0                  0
  0.132923191648024                   0                  0                 0                  0                  0                  0
  0.138090594466433                   0                  0                 0                  0                  0                  0
  0.155671555224128                   0                  0                 0                  0                  0                  0
  0.175012906556531                   0                  0                 0                  0                  0                  0
  0.177802634849615                   0                  0                 0                  0                  0                  0
  0.234374568453614                   0                  0                 0                  0                  0                  0
  0.238590604026846                   0                  0                 0                  0                  0                  0
  0.286602038279891                   0                  0                 0                  0                  0                  0
  0.394730300770569                   0                  0                 0                  0                  0                  0
  0.641259188239054                   0                  0                 0                  0                  0                  0
                    
                     0.0280884911757395 0.0288342033308476 0.029082774049217 0.0293313447675864 0.0295799154859557 0.0298284862043251
  0.0162225100409488                  0                  0                 0                  0                  0                  0
  0.0251187252246948                  0                  0                 1                  0                  0                  0
  0.0348354106743368                  0                  0                 0                  0                  0                  0
  0.039735804836476                   1                  0                 0                  1                  1                  1
  0.0486991465738669                  0                  1                 0                  0                  0                  0
  0.0579666915237385                  0                  0                 0                  0                  0                  0
  0.0581254560470841                  0                  0                 0                  0                  0                  0
  0.0693055745788248                  0                  0                 0                  0                  0                  0
  0.0755272567353104                  0                  0                 0                  0                  0                  0
  0.0922907567202869                  0                  0                 0                  0                  0                  0
  0.0946166684421718                  0                  0                 0                  0                  0                  0
  0.0965266046761732                  0                  0                 0                  0                  0                  0
  0.117668643395713                   0                  0                 0                  0                  0                  0
  0.124055909290809                   0                  0                 0                  0                  0                  0
  0.132923191648024                   0                  0                 0                  0                  0                  0
  0.138090594466433                   0                  0                 0                  0                  0                  0
  0.155671555224128                   0                  0                 0                  0                  0                  0
  0.175012906556531                   0                  0                 0                  0                  0                  0
  0.177802634849615                   0                  0                 0                  0                  0                  0
  0.234374568453614                   0                  0                 0                  0                  0                  0
  0.238590604026846                   0                  0                 0                  0                  0                  0
  0.286602038279891                   0                  0                 0                  0                  0                  0
  0.394730300770569                   0                  0                 0                  0                  0                  0
  0.641259188239054                   0                  0                 0                  0                  0                  0
                    
                     0.0300770569226945 0.0303256276410639 0.0305741983594333 0.0308227690778026 0.031071339796172 0.0313199105145414
  0.0162225100409488                  1                  0                  0                  0                 0                  0
  0.0251187252246948                  0                  0                  0                  0                 1                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.039735804836476                   0                  1                  0                  0                 0                  1
  0.0486991465738669                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  1                  1                 0                  0
  0.0581254560470841                  0                  0                  0                  0                 0                  0
  0.0693055745788248                  0                  0                  0                  0                 0                  0
  0.0755272567353104                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0946166684421718                  0                  0                  0                  0                 0                  0
  0.0965266046761732                  0                  0                  0                  0                 0                  0
  0.117668643395713                   0                  0                  0                  0                 0                  0
  0.124055909290809                   0                  0                  0                  0                 0                  0
  0.132923191648024                   0                  0                  0                  0                 0                  0
  0.138090594466433                   0                  0                  0                  0                 0                  0
  0.155671555224128                   0                  0                  0                  0                 0                  0
  0.175012906556531                   0                  0                  0                  0                 0                  0
  0.177802634849615                   0                  0                  0                  0                 0                  0
  0.234374568453614                   0                  0                  0                  0                 0                  0
  0.238590604026846                   0                  0                  0                  0                 0                  0
  0.286602038279891                   0                  0                  0                  0                 0                  0
  0.394730300770569                   0                  0                  0                  0                 0                  0
  0.641259188239054                   0                  0                  0                  0                 0                  0
                    
                     0.0318170519512801 0.0320656226696495 0.0323141933880189 0.0325627641063883 0.0328113348247576 0.0333084762614964
  0.0162225100409488                  0                  0                  0                  1                  0                  0
  0.0251187252246948                  1                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  1                  0                  1                  1
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  1                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0335570469798658 0.0338056176982351 0.0343027591349739 0.0345513298533433 0.035048471290082 0.0355456127268208
  0.0162225100409488                  0                  0                  0                  0                 1                  0
  0.0251187252246948                  0                  0                  1                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.039735804836476                   1                  1                  0                  1                 0                  1
  0.0486991465738669                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.0581254560470841                  0                  0                  0                  0                 0                  0
  0.0693055745788248                  0                  0                  0                  0                 0                  0
  0.0755272567353104                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0946166684421718                  0                  0                  0                  0                 0                  0
  0.0965266046761732                  0                  0                  0                  0                 0                  0
  0.117668643395713                   0                  0                  0                  0                 0                  0
  0.124055909290809                   0                  0                  0                  0                 0                  0
  0.132923191648024                   0                  0                  0                  0                 0                  0
  0.138090594466433                   0                  0                  0                  0                 0                  0
  0.155671555224128                   0                  0                  0                  0                 0                  0
  0.175012906556531                   0                  0                  0                  0                 0                  0
  0.177802634849615                   0                  0                  0                  0                 0                  0
  0.234374568453614                   0                  0                  0                  0                 0                  0
  0.238590604026846                   0                  0                  0                  0                 0                  0
  0.286602038279891                   0                  0                  0                  0                 0                  0
  0.394730300770569                   0                  0                  0                  0                 0                  0
  0.641259188239054                   0                  0                  0                  0                 0                  0
                    
                     0.0357941834451901 0.0360427541635595 0.0362913248819289 0.0365398956002983 0.0367884663186677 0.037037037037037
  0.0162225100409488                  0                  0                  0                  0                  0                 0
  0.0251187252246948                  1                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.039735804836476                   0                  0                  1                  1                  1                 1
  0.0486991465738669                  0                  0                  0                  0                  0                 0
  0.0579666915237385                  0                  1                  0                  0                  0                 0
  0.0581254560470841                  0                  0                  0                  0                  0                 0
  0.0693055745788248                  0                  0                  0                  0                  0                 0
  0.0755272567353104                  0                  0                  0                  0                  0                 0
  0.0922907567202869                  0                  0                  0                  0                  0                 0
  0.0946166684421718                  0                  0                  0                  0                  0                 0
  0.0965266046761732                  0                  0                  0                  0                  0                 0
  0.117668643395713                   0                  0                  0                  0                  0                 0
  0.124055909290809                   0                  0                  0                  0                  0                 0
  0.132923191648024                   0                  0                  0                  0                  0                 0
  0.138090594466433                   0                  0                  0                  0                  0                 0
  0.155671555224128                   0                  0                  0                  0                  0                 0
  0.175012906556531                   0                  0                  0                  0                  0                 0
  0.177802634849615                   0                  0                  0                  0                  0                 0
  0.234374568453614                   0                  0                  0                  0                  0                 0
  0.238590604026846                   0                  0                  0                  0                  0                 0
  0.286602038279891                   0                  0                  0                  0                  0                 0
  0.394730300770569                   0                  0                  0                  0                  0                 0
  0.641259188239054                   0                  0                  0                  0                  0                 0
                    
                     0.0372856077554064 0.0375341784737758 0.0377827491921452 0.0380313199105145 0.0385284613472533 0.0387770320656227
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  1
  0.039735804836476                   0                  0                  1                  1                  1                  0
  0.0486991465738669                  0                  1                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  1                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.039025602783992 0.0392741735023614 0.0397713149391002 0.0400198856574695 0.0402684563758389 0.0405170270942083
  0.0162225100409488                 0                  0                  0                  0                  0                  0
  0.0251187252246948                 0                  0                  0                  0                  0                  0
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.039735804836476                  0                  1                  1                  1                  1                  1
  0.0486991465738669                 1                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.0581254560470841                 0                  0                  0                  0                  0                  0
  0.0693055745788248                 0                  0                  0                  0                  0                  0
  0.0755272567353104                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0946166684421718                 0                  0                  0                  0                  0                  0
  0.0965266046761732                 0                  0                  0                  0                  0                  0
  0.117668643395713                  0                  0                  0                  0                  0                  0
  0.124055909290809                  0                  0                  0                  0                  0                  0
  0.132923191648024                  0                  0                  0                  0                  0                  0
  0.138090594466433                  0                  0                  0                  0                  0                  0
  0.155671555224128                  0                  0                  0                  0                  0                  0
  0.175012906556531                  0                  0                  0                  0                  0                  0
  0.177802634849615                  0                  0                  0                  0                  0                  0
  0.234374568453614                  0                  0                  0                  0                  0                  0
  0.238590604026846                  0                  0                  0                  0                  0                  0
  0.286602038279891                  0                  0                  0                  0                  0                  0
  0.394730300770569                  0                  0                  0                  0                  0                  0
  0.641259188239054                  0                  0                  0                  0                  0                  0
                    
                     0.0407655978125777 0.041014168530947 0.0412627392493164 0.0415113099676858 0.0417598806860552 0.0422570221227939
  0.0162225100409488                  0                 0                  0                  0                  0                  0
  0.0251187252246948                  1                 0                  0                  0                  0                  0
  0.0348354106743368                  0                 0                  0                  0                  0                  0
  0.039735804836476                   0                 1                  1                  1                  1                  1
  0.0486991465738669                  0                 0                  0                  0                  0                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.0581254560470841                  0                 0                  0                  0                  0                  0
  0.0693055745788248                  0                 0                  0                  0                  0                  0
  0.0755272567353104                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0946166684421718                  0                 0                  0                  0                  0                  0
  0.0965266046761732                  0                 0                  0                  0                  0                  0
  0.117668643395713                   0                 0                  0                  0                  0                  0
  0.124055909290809                   0                 0                  0                  0                  0                  0
  0.132923191648024                   0                 0                  0                  0                  0                  0
  0.138090594466433                   0                 0                  0                  0                  0                  0
  0.155671555224128                   0                 0                  0                  0                  0                  0
  0.175012906556531                   0                 0                  0                  0                  0                  0
  0.177802634849615                   0                 0                  0                  0                  0                  0
  0.234374568453614                   0                 0                  0                  0                  0                  0
  0.238590604026846                   0                 0                  0                  0                  0                  0
  0.286602038279891                   0                 0                  0                  0                  0                  0
  0.394730300770569                   0                 0                  0                  0                  0                  0
  0.641259188239054                   0                 0                  0                  0                  0                  0
                    
                     0.0425055928411633 0.0427541635595327 0.0434998757146408 0.0437484464330102 0.0439970171513796 0.0442455878697489
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  1                  0
  0.039735804836476                   0                  1                  1                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  1
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  1                  0                  0                  1                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0444941585881183 0.0447427293064877 0.0449913000248571 0.0452398707432264 0.0454884414615958 0.0457370121799652
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  1                  0                  1                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  1                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  1                  0                  1                  0                  0                  1
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0459855828983346 0.046234153616704 0.0464827243350733 0.0467312950534427 0.0469798657718121 0.0472284364901814
  0.0162225100409488                  0                 0                  0                  1                  0                  0
  0.0251187252246948                  0                 0                  0                  0                  0                  0
  0.0348354106743368                  0                 0                  0                  0                  0                  0
  0.039735804836476                   1                 0                  0                  0                  0                  0
  0.0486991465738669                  0                 1                  0                  0                  1                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.0581254560470841                  0                 0                  0                  0                  0                  1
  0.0693055745788248                  0                 0                  1                  0                  0                  0
  0.0755272567353104                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0946166684421718                  0                 0                  0                  0                  0                  0
  0.0965266046761732                  0                 0                  0                  0                  0                  0
  0.117668643395713                   0                 0                  0                  0                  0                  0
  0.124055909290809                   0                 0                  0                  0                  0                  0
  0.132923191648024                   0                 0                  0                  0                  0                  0
  0.138090594466433                   0                 0                  0                  0                  0                  0
  0.155671555224128                   0                 0                  0                  0                  0                  0
  0.175012906556531                   0                 0                  0                  0                  0                  0
  0.177802634849615                   0                 0                  0                  0                  0                  0
  0.234374568453614                   0                 0                  0                  0                  0                  0
  0.238590604026846                   0                 0                  0                  0                  0                  0
  0.286602038279891                   0                 0                  0                  0                  0                  0
  0.394730300770569                   0                 0                  0                  0                  0                  0
  0.641259188239054                   0                 0                  0                  0                  0                  0
                    
                     0.0477255779269202 0.0484712900820283 0.0487198608003977 0.0489684315187671 0.0492170022371365 0.0494655729555058
  0.0162225100409488                  0                  1                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  1                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  1                  0
  0.0693055745788248                  1                  0                  0                  1                  0                  1
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0497141436738752 0.0499627143922446 0.050211285110614 0.0504598558289833 0.0507084265473527 0.0509569972657221
  0.0162225100409488                  0                  0                 0                  0                  0                  0
  0.0251187252246948                  0                  0                 0                  0                  0                  0
  0.0348354106743368                  0                  0                 0                  0                  0                  0
  0.039735804836476                   0                  0                 0                  0                  0                  1
  0.0486991465738669                  1                  0                 0                  1                  0                  0
  0.0579666915237385                  0                  1                 0                  0                  0                  0
  0.0581254560470841                  0                  0                 1                  0                  1                  0
  0.0693055745788248                  0                  0                 0                  0                  0                  0
  0.0755272567353104                  0                  0                 0                  0                  0                  0
  0.0922907567202869                  0                  0                 0                  0                  0                  0
  0.0946166684421718                  0                  0                 0                  0                  0                  0
  0.0965266046761732                  0                  0                 0                  0                  0                  0
  0.117668643395713                   0                  0                 0                  0                  0                  0
  0.124055909290809                   0                  0                 0                  0                  0                  0
  0.132923191648024                   0                  0                 0                  0                  0                  0
  0.138090594466433                   0                  0                 0                  0                  0                  0
  0.155671555224128                   0                  0                 0                  0                  0                  0
  0.175012906556531                   0                  0                 0                  0                  0                  0
  0.177802634849615                   0                  0                 0                  0                  0                  0
  0.234374568453614                   0                  0                 0                  0                  0                  0
  0.238590604026846                   0                  0                 0                  0                  0                  0
  0.286602038279891                   0                  0                 0                  0                  0                  0
  0.394730300770569                   0                  0                 0                  0                  0                  0
  0.641259188239054                   0                  0                 0                  0                  0                  0
                    
                     0.0512055679840915 0.0514541387024608 0.0517027094208302 0.0519512801391996 0.0526969922943077 0.0529455630126771
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  1                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  1                  1                  1                  1
  0.0693055745788248                  0                  1                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0531941337310465 0.0534427044494159 0.0536912751677852 0.0539398458861546 0.0544369873228934 0.0551826994780015
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  1                  0                  1                  0                  0                  1
  0.0693055745788248                  0                  1                  0                  1                  1                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0554312701963709 0.0556798409147402 0.0559284116331096 0.0564255530698484 0.0566741237882177 0.0569226945065871
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  1
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  1                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  1                  0                  0                  0
  0.0693055745788248                  1                  0                  0                  1                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  1                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0571712652249565 0.0574198359433259 0.0576684066616953 0.0579169773800646 0.058165548098434 0.0586626895351728
  0.0162225100409488                  0                  0                  0                  0                 1                  0
  0.0251187252246948                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.039735804836476                   0                  1                  0                  0                 0                  0
  0.0486991465738669                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.0581254560470841                  1                  0                  0                  0                 0                  0
  0.0693055745788248                  0                  0                  1                  1                 0                  0
  0.0755272567353104                  0                  0                  0                  0                 0                  1
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0946166684421718                  0                  0                  0                  0                 0                  0
  0.0965266046761732                  0                  0                  0                  0                 0                  0
  0.117668643395713                   0                  0                  0                  0                 0                  0
  0.124055909290809                   0                  0                  0                  0                 0                  0
  0.132923191648024                   0                  0                  0                  0                 0                  0
  0.138090594466433                   0                  0                  0                  0                 0                  0
  0.155671555224128                   0                  0                  0                  0                 0                  0
  0.175012906556531                   0                  0                  0                  0                 0                  0
  0.177802634849615                   0                  0                  0                  0                 0                  0
  0.234374568453614                   0                  0                  0                  0                 0                  0
  0.238590604026846                   0                  0                  0                  0                 0                  0
  0.286602038279891                   0                  0                  0                  0                 0                  0
  0.394730300770569                   0                  0                  0                  0                 0                  0
  0.641259188239054                   0                  0                  0                  0                 0                  0
                    
                     0.0589112602535421 0.0594084016902809 0.0596569724086503 0.0599055431270196 0.060154113845389 0.0604026845637584
  0.0162225100409488                  0                  0                  0                  0                 0                  0
  0.0251187252246948                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.039735804836476                   0                  0                  0                  0                 0                  0
  0.0486991465738669                  0                  0                  0                  1                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.0581254560470841                  0                  0                  0                  0                 0                  0
  0.0693055745788248                  1                  0                  0                  0                 1                  1
  0.0755272567353104                  0                  1                  1                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0946166684421718                  0                  0                  0                  0                 0                  0
  0.0965266046761732                  0                  0                  0                  0                 0                  0
  0.117668643395713                   0                  0                  0                  0                 0                  0
  0.124055909290809                   0                  0                  0                  0                 0                  0
  0.132923191648024                   0                  0                  0                  0                 0                  0
  0.138090594466433                   0                  0                  0                  0                 0                  0
  0.155671555224128                   0                  0                  0                  0                 0                  0
  0.175012906556531                   0                  0                  0                  0                 0                  0
  0.177802634849615                   0                  0                  0                  0                 0                  0
  0.234374568453614                   0                  0                  0                  0                 0                  0
  0.238590604026846                   0                  0                  0                  0                 0                  0
  0.286602038279891                   0                  0                  0                  0                 0                  0
  0.394730300770569                   0                  0                  0                  0                 0                  0
  0.641259188239054                   0                  0                  0                  0                 0                  0
                    
                     0.0606512552821278 0.0608998260004971 0.0611483967188665 0.0613969674372359 0.0616455381556053 0.0618941088739746
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  1
  0.039735804836476                   0                  0                  1                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  1                  1                  0                  1                  1                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.062142679592344 0.0623912503107134 0.0628883917474521 0.0636341039025603 0.0638826746209297 0.064131245339299
  0.0162225100409488                 0                  0                  0                  0                  0                 0
  0.0251187252246948                 0                  0                  0                  0                  0                 0
  0.0348354106743368                 0                  0                  0                  0                  0                 0
  0.039735804836476                  0                  0                  0                  0                  0                 0
  0.0486991465738669                 1                  0                  0                  0                  0                 0
  0.0579666915237385                 0                  1                  0                  0                  0                 0
  0.0581254560470841                 0                  0                  1                  1                  0                 0
  0.0693055745788248                 0                  0                  0                  0                  1                 0
  0.0755272567353104                 0                  0                  0                  0                  0                 0
  0.0922907567202869                 0                  0                  0                  0                  0                 1
  0.0946166684421718                 0                  0                  0                  0                  0                 0
  0.0965266046761732                 0                  0                  0                  0                  0                 0
  0.117668643395713                  0                  0                  0                  0                  0                 0
  0.124055909290809                  0                  0                  0                  0                  0                 0
  0.132923191648024                  0                  0                  0                  0                  0                 0
  0.138090594466433                  0                  0                  0                  0                  0                 0
  0.155671555224128                  0                  0                  0                  0                  0                 0
  0.175012906556531                  0                  0                  0                  0                  0                 0
  0.177802634849615                  0                  0                  0                  0                  0                 0
  0.234374568453614                  0                  0                  0                  0                  0                 0
  0.238590604026846                  0                  0                  0                  0                  0                 0
  0.286602038279891                  0                  0                  0                  0                  0                 0
  0.394730300770569                  0                  0                  0                  0                  0                 0
  0.641259188239054                  0                  0                  0                  0                  0                 0
                    
                     0.0643798160576684 0.0646283867760378 0.0648769574944072 0.0651255282127765 0.0653740989311459 0.0656226696495153
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  1                  0                  0                  1                  0                  0
  0.0693055745788248                  0                  1                  0                  0                  1                  1
  0.0755272567353104                  0                  0                  1                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.066119811086254 0.0663683818046234 0.0668655232413622 0.0671140939597315 0.0673626646781009 0.0676112353964703
  0.0162225100409488                 0                  1                  0                  0                  0                  0
  0.0251187252246948                 0                  0                  0                  0                  0                  0
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.039735804836476                  0                  0                  1                  0                  0                  0
  0.0486991465738669                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  0                  0                  0                  0
  0.0581254560470841                 0                  0                  0                  0                  0                  1
  0.0693055745788248                 1                  0                  0                  1                  1                  0
  0.0755272567353104                 0                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0946166684421718                 0                  0                  0                  0                  0                  0
  0.0965266046761732                 0                  0                  0                  0                  0                  0
  0.117668643395713                  0                  0                  0                  0                  0                  0
  0.124055909290809                  0                  0                  0                  0                  0                  0
  0.132923191648024                  0                  0                  0                  0                  0                  0
  0.138090594466433                  0                  0                  0                  0                  0                  0
  0.155671555224128                  0                  0                  0                  0                  0                  0
  0.175012906556531                  0                  0                  0                  0                  0                  0
  0.177802634849615                  0                  0                  0                  0                  0                  0
  0.234374568453614                  0                  0                  0                  0                  0                  0
  0.238590604026846                  0                  0                  0                  0                  0                  0
  0.286602038279891                  0                  0                  0                  0                  0                  0
  0.394730300770569                  0                  0                  0                  0                  0                  0
  0.641259188239054                  0                  0                  0                  0                  0                  0
                    
                     0.0678598061148397 0.068108376833209 0.0683569475515784 0.0686055182699478 0.0688540889883172 0.0691026597066866
  0.0162225100409488                  0                 0                  0                  0                  0                  0
  0.0251187252246948                  0                 0                  0                  0                  0                  0
  0.0348354106743368                  0                 0                  0                  0                  0                  0
  0.039735804836476                   0                 0                  0                  0                  0                  0
  0.0486991465738669                  0                 0                  0                  0                  0                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.0581254560470841                  0                 1                  0                  0                  0                  0
  0.0693055745788248                  1                 0                  0                  1                  1                  0
  0.0755272567353104                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0946166684421718                  0                 0                  0                  0                  0                  0
  0.0965266046761732                  0                 0                  0                  0                  0                  1
  0.117668643395713                   0                 0                  1                  0                  0                  0
  0.124055909290809                   0                 0                  0                  0                  0                  0
  0.132923191648024                   0                 0                  0                  0                  0                  0
  0.138090594466433                   0                 0                  0                  0                  0                  0
  0.155671555224128                   0                 0                  0                  0                  0                  0
  0.175012906556531                   0                 0                  0                  0                  0                  0
  0.177802634849615                   0                 0                  0                  0                  0                  0
  0.234374568453614                   0                 0                  0                  0                  0                  0
  0.238590604026846                   0                 0                  0                  0                  0                  0
  0.286602038279891                   0                 0                  0                  0                  0                  0
  0.394730300770569                   0                 0                  0                  0                  0                  0
  0.641259188239054                   0                 0                  0                  0                  0                  0
                    
                     0.0693512304250559 0.0695998011434253 0.0698483718617947 0.0703455132985334 0.0705940840169028 0.0708426547352722
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  1                  1                  0
  0.0693055745788248                  1                  1                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  1
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  1                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0710912254536416 0.0713397961720109 0.0715883668903803 0.0718369376087497 0.0720855083271191 0.0723340790454884
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  1                  1                  0                  1                  1
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  1                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   1                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0725826497638578 0.0728312204822272 0.0733283619189659 0.0735769326373353 0.0738255033557047 0.0740740740740741
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  1                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  1                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  1                  0                  1
  0.0755272567353104                  0                  1                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  1                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0748197862291822 0.0753169276659209 0.0760626398210291 0.0763112105393985 0.0765597812577678 0.0770569226945066
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  1                  0                  0                  0
  0.0755272567353104                  1                  1                  0                  0                  1                  0
  0.0922907567202869                  0                  0                  0                  1                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  1
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.077305493412876 0.0775540641312453 0.0778026348496147 0.0780512055679841 0.0782997762863535 0.0787969177230922
  0.0162225100409488                 0                  0                  0                  0                  0                  0
  0.0251187252246948                 0                  0                  0                  0                  0                  0
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.039735804836476                  0                  0                  0                  0                  0                  0
  0.0486991465738669                 0                  0                  0                  0                  0                  0
  0.0579666915237385                 0                  0                  1                  0                  0                  0
  0.0581254560470841                 0                  0                  0                  0                  0                  0
  0.0693055745788248                 0                  0                  0                  0                  0                  0
  0.0755272567353104                 1                  0                  0                  0                  0                  0
  0.0922907567202869                 0                  0                  0                  0                  0                  0
  0.0946166684421718                 0                  0                  0                  0                  0                  0
  0.0965266046761732                 0                  1                  0                  1                  1                  1
  0.117668643395713                  0                  0                  0                  0                  0                  0
  0.124055909290809                  0                  0                  0                  0                  0                  0
  0.132923191648024                  0                  0                  0                  0                  0                  0
  0.138090594466433                  0                  0                  0                  0                  0                  0
  0.155671555224128                  0                  0                  0                  0                  0                  0
  0.175012906556531                  0                  0                  0                  0                  0                  0
  0.177802634849615                  0                  0                  0                  0                  0                  0
  0.234374568453614                  0                  0                  0                  0                  0                  0
  0.238590604026846                  0                  0                  0                  0                  0                  0
  0.286602038279891                  0                  0                  0                  0                  0                  0
  0.394730300770569                  0                  0                  0                  0                  0                  0
  0.641259188239054                  0                  0                  0                  0                  0                  0
                    
                     0.0790454884414616 0.079294059159831 0.0800397713149391 0.0802883420333085 0.0807854834700472 0.0810340541884166
  0.0162225100409488                  0                 0                  0                  0                  1                  0
  0.0251187252246948                  0                 0                  0                  0                  0                  0
  0.0348354106743368                  0                 0                  0                  0                  0                  0
  0.039735804836476                   0                 1                  0                  0                  0                  0
  0.0486991465738669                  0                 0                  0                  0                  0                  0
  0.0579666915237385                  0                 0                  0                  0                  0                  0
  0.0581254560470841                  0                 0                  0                  0                  0                  0
  0.0693055745788248                  1                 0                  0                  1                  0                  0
  0.0755272567353104                  0                 0                  0                  0                  0                  0
  0.0922907567202869                  0                 0                  0                  0                  0                  0
  0.0946166684421718                  0                 0                  1                  0                  0                  0
  0.0965266046761732                  0                 0                  0                  0                  0                  1
  0.117668643395713                   0                 0                  0                  0                  0                  0
  0.124055909290809                   0                 0                  0                  0                  0                  0
  0.132923191648024                   0                 0                  0                  0                  0                  0
  0.138090594466433                   0                 0                  0                  0                  0                  0
  0.155671555224128                   0                 0                  0                  0                  0                  0
  0.175012906556531                   0                 0                  0                  0                  0                  0
  0.177802634849615                   0                 0                  0                  0                  0                  0
  0.234374568453614                   0                 0                  0                  0                  0                  0
  0.238590604026846                   0                 0                  0                  0                  0                  0
  0.286602038279891                   0                 0                  0                  0                  0                  0
  0.394730300770569                   0                 0                  0                  0                  0                  0
  0.641259188239054                   0                 0                  0                  0                  0                  0
                    
                     0.0820283370618941 0.0822769077802635 0.0825254784986329 0.0827740492170022 0.083271190653741 0.0837683320904797
  0.0162225100409488                  0                  0                  0                  0                 0                  0
  0.0251187252246948                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.039735804836476                   0                  0                  0                  0                 0                  0
  0.0486991465738669                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.0581254560470841                  0                  0                  0                  0                 0                  0
  0.0693055745788248                  0                  1                  1                  0                 0                  1
  0.0755272567353104                  0                  0                  0                  0                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  0
  0.0946166684421718                  0                  0                  0                  0                 0                  0
  0.0965266046761732                  1                  0                  0                  1                 1                  0
  0.117668643395713                   0                  0                  0                  0                 0                  0
  0.124055909290809                   0                  0                  0                  0                 0                  0
  0.132923191648024                   0                  0                  0                  0                 0                  0
  0.138090594466433                   0                  0                  0                  0                 0                  0
  0.155671555224128                   0                  0                  0                  0                 0                  0
  0.175012906556531                   0                  0                  0                  0                 0                  0
  0.177802634849615                   0                  0                  0                  0                 0                  0
  0.234374568453614                   0                  0                  0                  0                 0                  0
  0.238590604026846                   0                  0                  0                  0                 0                  0
  0.286602038279891                   0                  0                  0                  0                 0                  0
  0.394730300770569                   0                  0                  0                  0                 0                  0
  0.641259188239054                   0                  0                  0                  0                 0                  0
                    
                     0.0840169028088491 0.0842654735272185 0.0845140442455879 0.0847626149639572 0.0850111856823266 0.0857568978374347
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  1                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  1                  0                  1                  0                  0
  0.0965266046761732                  1                  0                  1                  0                  0                  1
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0862540392741735 0.0865026099925429 0.0867511807109123 0.087248322147651 0.0874968928660204 0.0877454635843898
  0.0162225100409488                  0                  0                  0                 0                  0                  0
  0.0251187252246948                  0                  0                  0                 0                  0                  0
  0.0348354106743368                  0                  0                  0                 0                  0                  0
  0.039735804836476                   0                  0                  0                 0                  0                  0
  0.0486991465738669                  0                  0                  0                 0                  0                  0
  0.0579666915237385                  0                  0                  0                 0                  0                  0
  0.0581254560470841                  0                  0                  0                 0                  0                  0
  0.0693055745788248                  0                  0                  0                 0                  0                  0
  0.0755272567353104                  0                  0                  0                 0                  0                  0
  0.0922907567202869                  0                  0                  0                 0                  0                  0
  0.0946166684421718                  0                  0                  0                 0                  0                  0
  0.0965266046761732                  1                  1                  1                 1                  0                  1
  0.117668643395713                   0                  0                  0                 0                  0                  0
  0.124055909290809                   0                  0                  0                 0                  0                  0
  0.132923191648024                   0                  0                  0                 0                  1                  0
  0.138090594466433                   0                  0                  0                 0                  0                  0
  0.155671555224128                   0                  0                  0                 0                  0                  0
  0.175012906556531                   0                  0                  0                 0                  0                  0
  0.177802634849615                   0                  0                  0                 0                  0                  0
  0.234374568453614                   0                  0                  0                 0                  0                  0
  0.238590604026846                   0                  0                  0                 0                  0                  0
  0.286602038279891                   0                  0                  0                 0                  0                  0
  0.394730300770569                   0                  0                  0                 0                  0                  0
  0.641259188239054                   0                  0                  0                 0                  0                  0
                    
                     0.0882426050211285 0.0887397464578673 0.0889883171762366 0.089236887894606 0.0894854586129754 0.0899826000497141
  0.0162225100409488                  0                  0                  0                 0                  0                  0
  0.0251187252246948                  0                  0                  0                 0                  0                  0
  0.0348354106743368                  0                  0                  0                 0                  0                  0
  0.039735804836476                   0                  0                  0                 0                  0                  0
  0.0486991465738669                  0                  0                  0                 0                  0                  0
  0.0579666915237385                  0                  0                  0                 0                  0                  0
  0.0581254560470841                  0                  0                  0                 0                  0                  0
  0.0693055745788248                  0                  0                  0                 0                  0                  0
  0.0755272567353104                  0                  0                  0                 1                  0                  0
  0.0922907567202869                  0                  0                  0                 0                  0                  0
  0.0946166684421718                  1                  0                  0                 0                  0                  0
  0.0965266046761732                  0                  1                  1                 0                  1                  1
  0.117668643395713                   0                  0                  0                 0                  0                  0
  0.124055909290809                   0                  0                  0                 0                  0                  0
  0.132923191648024                   0                  0                  0                 0                  0                  0
  0.138090594466433                   0                  0                  0                 0                  0                  0
  0.155671555224128                   0                  0                  0                 0                  0                  0
  0.175012906556531                   0                  0                  0                 0                  0                  0
  0.177802634849615                   0                  0                  0                 0                  0                  0
  0.234374568453614                   0                  0                  0                 0                  0                  0
  0.238590604026846                   0                  0                  0                 0                  0                  0
  0.286602038279891                   0                  0                  0                 0                  0                  0
  0.394730300770569                   0                  0                  0                 0                  0                  0
  0.641259188239054                   0                  0                  0                 0                  0                  0
                    
                     0.0902311707680835 0.0904797414864529 0.0917225950782998 0.0919711657966691 0.0924683072334079 0.093214019388516
  0.0162225100409488                  0                  0                  0                  0                  0                 0
  0.0251187252246948                  0                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.039735804836476                   0                  0                  0                  0                  0                 0
  0.0486991465738669                  0                  0                  0                  0                  0                 0
  0.0579666915237385                  0                  0                  0                  0                  0                 0
  0.0581254560470841                  0                  0                  0                  0                  0                 0
  0.0693055745788248                  0                  0                  1                  0                  0                 0
  0.0755272567353104                  0                  0                  0                  0                  0                 0
  0.0922907567202869                  0                  0                  0                  0                  0                 0
  0.0946166684421718                  0                  0                  0                  0                  1                 0
  0.0965266046761732                  1                  1                  0                  1                  0                 1
  0.117668643395713                   0                  0                  0                  0                  0                 0
  0.124055909290809                   0                  0                  0                  0                  0                 0
  0.132923191648024                   0                  0                  0                  0                  0                 0
  0.138090594466433                   0                  0                  0                  0                  0                 0
  0.155671555224128                   0                  0                  0                  0                  0                 0
  0.175012906556531                   0                  0                  0                  0                  0                 0
  0.177802634849615                   0                  0                  0                  0                  0                 0
  0.234374568453614                   0                  0                  0                  0                  0                 0
  0.238590604026846                   0                  0                  0                  0                  0                 0
  0.286602038279891                   0                  0                  0                  0                  0                 0
  0.394730300770569                   0                  0                  0                  0                  0                 0
  0.641259188239054                   0                  0                  0                  0                  0                 0
                    
                     0.0937111608252548 0.0939597315436242 0.0947054436987323 0.0949540144171017 0.095202585135471 0.0954511558538404
  0.0162225100409488                  0                  0                  0                  0                 0                  0
  0.0251187252246948                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.039735804836476                   0                  0                  0                  0                 0                  0
  0.0486991465738669                  0                  0                  0                  0                 0                  0
  0.0579666915237385                  0                  0                  0                  0                 0                  0
  0.0581254560470841                  0                  0                  0                  0                 0                  0
  0.0693055745788248                  0                  1                  0                  0                 1                  0
  0.0755272567353104                  0                  0                  0                  1                 0                  0
  0.0922907567202869                  0                  0                  0                  0                 0                  1
  0.0946166684421718                  1                  0                  1                  0                 0                  0
  0.0965266046761732                  0                  0                  0                  0                 0                  0
  0.117668643395713                   0                  0                  0                  0                 0                  0
  0.124055909290809                   0                  0                  0                  0                 0                  0
  0.132923191648024                   0                  0                  0                  0                 0                  0
  0.138090594466433                   0                  0                  0                  0                 0                  0
  0.155671555224128                   0                  0                  0                  0                 0                  0
  0.175012906556531                   0                  0                  0                  0                 0                  0
  0.177802634849615                   0                  0                  0                  0                 0                  0
  0.234374568453614                   0                  0                  0                  0                 0                  0
  0.238590604026846                   0                  0                  0                  0                 0                  0
  0.286602038279891                   0                  0                  0                  0                 0                  0
  0.394730300770569                   0                  0                  0                  0                 0                  0
  0.641259188239054                   0                  0                  0                  0                 0                  0
                    
                     0.0959482972905792 0.0961968680089485 0.0964454387273179 0.0966940094456873 0.0969425801640567 0.0986825751926423
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  1                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0579666915237385                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  1                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0922907567202869                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  1                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  1                  1                  1
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
                     0.0989311459110117 0.099179716629381 0.0994282873477504 0.0996768580661198 0.100422570221228 0.100671140939597
  0.0162225100409488                  0                 0                  0                  0                 0                 0
  0.0251187252246948                  0                 0                  0                  0                 0                 0
  0.0348354106743368                  0                 0                  0                  0                 0                 0
  0.039735804836476                   0                 0                  0                  0                 0                 0
  0.0486991465738669                  0                 0                  0                  0                 0                 0
  0.0579666915237385                  0                 0                  0                  0                 0                 0
  0.0581254560470841                  0                 0                  0                  0                 0                 0
  0.0693055745788248                  0                 0                  0                  0                 0                 0
  0.0755272567353104                  0                 0                  0                  0                 0                 0
  0.0922907567202869                  0                 0                  0                  0                 0                 0
  0.0946166684421718                  0                 1                  0                  1                 0                 0
  0.0965266046761732                  0                 0                  1                  0                 1                 1
  0.117668643395713                   1                 0                  0                  0                 0                 0
  0.124055909290809                   0                 0                  0                  0                 0                 0
  0.132923191648024                   0                 0                  0                  0                 0                 0
  0.138090594466433                   0                 0                  0                  0                 0                 0
  0.155671555224128                   0                 0                  0                  0                 0                 0
  0.175012906556531                   0                 0                  0                  0                 0                 0
  0.177802634849615                   0                 0                  0                  0                 0                 0
  0.234374568453614                   0                 0                  0                  0                 0                 0
  0.238590604026846                   0                 0                  0                  0                 0                 0
  0.286602038279891                   0                 0                  0                  0                 0                 0
  0.394730300770569                   0                 0                  0                  0                 0                 0
  0.641259188239054                   0                 0                  0                  0                 0                 0
                    
                     0.100919711657967 0.101168282376336 0.101416853094705 0.101913994531444 0.102162565249814 0.102659706686552 0.103156848123291
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 1                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 1                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 1                 0
  0.0965266046761732                 0                 0                 1                 0                 0                 0                 0
  0.117668643395713                  0                 1                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 1                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 1
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.10340541884166 0.103902560278399 0.104151130996769 0.104399701715138 0.104896843151877 0.105393984588615 0.10738255033557
  0.0162225100409488                0                 0                 0                 0                 0                 0                0
  0.0251187252246948                0                 0                 0                 0                 0                 0                0
  0.0348354106743368                0                 0                 0                 0                 0                 0                0
  0.039735804836476                 0                 0                 0                 0                 0                 0                0
  0.0486991465738669                0                 0                 0                 0                 0                 0                0
  0.0579666915237385                0                 0                 0                 0                 0                 0                0
  0.0581254560470841                0                 0                 0                 0                 0                 0                0
  0.0693055745788248                0                 0                 0                 0                 0                 0                0
  0.0755272567353104                0                 0                 0                 0                 0                 0                1
  0.0922907567202869                0                 0                 0                 0                 1                 0                0
  0.0946166684421718                0                 0                 1                 0                 0                 0                0
  0.0965266046761732                0                 0                 0                 1                 0                 1                0
  0.117668643395713                 0                 0                 0                 0                 0                 0                0
  0.124055909290809                 0                 0                 0                 0                 0                 0                0
  0.132923191648024                 0                 1                 0                 0                 0                 0                0
  0.138090594466433                 1                 0                 0                 0                 0                 0                0
  0.155671555224128                 0                 0                 0                 0                 0                 0                0
  0.175012906556531                 0                 0                 0                 0                 0                 0                0
  0.177802634849615                 0                 0                 0                 0                 0                 0                0
  0.234374568453614                 0                 0                 0                 0                 0                 0                0
  0.238590604026846                 0                 0                 0                 0                 0                 0                0
  0.286602038279891                 0                 0                 0                 0                 0                 0                0
  0.394730300770569                 0                 0                 0                 0                 0                 0                0
  0.641259188239054                 0                 0                 0                 0                 0                 0                0
                    
                     0.10763112105394 0.107879691772309 0.108376833209048 0.109371116082525 0.109619686800895 0.110116828237634 0.110365398956003
  0.0162225100409488                0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.039735804836476                 0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                0                 0                 0                 0                 0                 0                 0
  0.117668643395713                 1                 0                 0                 1                 1                 1                 1
  0.124055909290809                 0                 1                 1                 0                 0                 0                 0
  0.132923191648024                 0                 0                 0                 0                 0                 0                 0
  0.138090594466433                 0                 0                 0                 0                 0                 0                 0
  0.155671555224128                 0                 0                 0                 0                 0                 0                 0
  0.175012906556531                 0                 0                 0                 0                 0                 0                 0
  0.177802634849615                 0                 0                 0                 0                 0                 0                 0
  0.234374568453614                 0                 0                 0                 0                 0                 0                 0
  0.238590604026846                 0                 0                 0                 0                 0                 0                 0
  0.286602038279891                 0                 0                 0                 0                 0                 0                 0
  0.394730300770569                 0                 0                 0                 0                 0                 0                 0
  0.641259188239054                 0                 0                 0                 0                 0                 0                 0
                    
                     0.110862540392742 0.111111111111111 0.112353964702958 0.112851106139697 0.113348247576435 0.113596818294805 0.114093959731544
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 1                 0                 0                 0                 1                 1                 0
  0.117668643395713                  0                 1                 0                 0                 0                 0                 1
  0.124055909290809                  0                 0                 0                 1                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 1                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.114342530449913 0.114591101168282 0.114839671886652 0.115088242605021 0.115833954760129 0.116082525478499 0.116579666915237
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 1                 0                 0                 0                 0                 1                 0
  0.117668643395713                  0                 1                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 1                 1                 1                 0                 1
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.117325379070346 0.118071091225454 0.118319661943823 0.11956251553567 0.119811086254039 0.120308227690778 0.120805369127517
  0.0162225100409488                 0                 0                 0                0                 0                 0                 1
  0.0251187252246948                 0                 0                 0                0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                0                 0                 0                 0
  0.039735804836476                  0                 0                 0                0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                0                 0                 0                 0
  0.117668643395713                  0                 1                 0                0                 0                 1                 0
  0.124055909290809                  1                 0                 0                0                 0                 0                 0
  0.132923191648024                  0                 0                 1                1                 0                 0                 0
  0.138090594466433                  0                 0                 0                0                 0                 0                 0
  0.155671555224128                  0                 0                 0                0                 1                 0                 0
  0.175012906556531                  0                 0                 0                0                 0                 0                 0
  0.177802634849615                  0                 0                 0                0                 0                 0                 0
  0.234374568453614                  0                 0                 0                0                 0                 0                 0
  0.238590604026846                  0                 0                 0                0                 0                 0                 0
  0.286602038279891                  0                 0                 0                0                 0                 0                 0
  0.394730300770569                  0                 0                 0                0                 0                 0                 0
  0.641259188239054                  0                 0                 0                0                 0                 0                 0
                    
                     0.121551081282625 0.121799652000994 0.123042505592841 0.12353964702958 0.124036788466319 0.124285359184688 0.124533929903057
  0.0162225100409488                 0                 0                 0                0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                0                 0                 0                 0
  0.039735804836476                  0                 0                 0                0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                0                 0                 0                 0
  0.117668643395713                  1                 0                 0                0                 1                 0                 0
  0.124055909290809                  0                 0                 0                0                 0                 0                 0
  0.132923191648024                  0                 0                 0                0                 0                 0                 0
  0.138090594466433                  0                 0                 1                0                 0                 0                 1
  0.155671555224128                  0                 1                 0                0                 0                 0                 0
  0.175012906556531                  0                 0                 0                1                 0                 0                 0
  0.177802634849615                  0                 0                 0                0                 0                 1                 0
  0.234374568453614                  0                 0                 0                0                 0                 0                 0
  0.238590604026846                  0                 0                 0                0                 0                 0                 0
  0.286602038279891                  0                 0                 0                0                 0                 0                 0
  0.394730300770569                  0                 0                 0                0                 0                 0                 0
  0.641259188239054                  0                 0                 0                0                 0                 0                 0
                    
                     0.125279642058166 0.125776783494904 0.126025354213274 0.126771066368382 0.127019637086751 0.127268207805121 0.12751677852349
  0.0162225100409488                 0                 0                 0                 0                 0                 0                0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                0
  0.039735804836476                  0                 0                 0                 0                 0                 0                0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                0
  0.0965266046761732                 1                 0                 0                 1                 0                 0                0
  0.117668643395713                  0                 0                 0                 0                 0                 0                0
  0.124055909290809                  0                 0                 0                 0                 0                 0                0
  0.132923191648024                  0                 0                 1                 0                 0                 0                1
  0.138090594466433                  0                 1                 0                 0                 0                 1                0
  0.155671555224128                  0                 0                 0                 0                 1                 0                0
  0.175012906556531                  0                 0                 0                 0                 0                 0                0
  0.177802634849615                  0                 0                 0                 0                 0                 0                0
  0.234374568453614                  0                 0                 0                 0                 0                 0                0
  0.238590604026846                  0                 0                 0                 0                 0                 0                0
  0.286602038279891                  0                 0                 0                 0                 0                 0                0
  0.394730300770569                  0                 0                 0                 0                 0                 0                0
  0.641259188239054                  0                 0                 0                 0                 0                 0                0
                    
                     0.127765349241859 0.128262490678598 0.128511061396967 0.128759632115337 0.129008202833706 0.129256773552076 0.129753914988814
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 1                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 1                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 1                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 1                 0                 0
  0.124055909290809                  0                 1                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 1                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 1
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.130002485707184 0.130499627143922 0.131245339299031 0.1314939100174 0.131742480735769 0.132488192890877 0.134476758637832
  0.0162225100409488                 0                 0                 0               0                 0                 0                 0
  0.0251187252246948                 0                 0                 0               0                 0                 0                 0
  0.0348354106743368                 0                 0                 0               0                 0                 0                 0
  0.039735804836476                  0                 0                 0               0                 0                 0                 0
  0.0486991465738669                 0                 0                 0               0                 0                 0                 0
  0.0579666915237385                 0                 0                 0               0                 0                 0                 0
  0.0581254560470841                 0                 0                 0               0                 0                 0                 0
  0.0693055745788248                 0                 0                 0               0                 0                 0                 0
  0.0755272567353104                 0                 0                 0               0                 0                 0                 0
  0.0922907567202869                 0                 0                 0               0                 0                 0                 0
  0.0946166684421718                 0                 0                 0               0                 0                 0                 0
  0.0965266046761732                 0                 0                 1               1                 0                 1                 0
  0.117668643395713                  0                 0                 0               0                 1                 0                 0
  0.124055909290809                  0                 0                 0               0                 0                 0                 1
  0.132923191648024                  1                 1                 0               0                 0                 0                 0
  0.138090594466433                  0                 0                 0               0                 0                 0                 0
  0.155671555224128                  0                 0                 0               0                 0                 0                 0
  0.175012906556531                  0                 0                 0               0                 0                 0                 0
  0.177802634849615                  0                 0                 0               0                 0                 0                 0
  0.234374568453614                  0                 0                 0               0                 0                 0                 0
  0.238590604026846                  0                 0                 0               0                 0                 0                 0
  0.286602038279891                  0                 0                 0               0                 0                 0                 0
  0.394730300770569                  0                 0                 0               0                 0                 0                 0
  0.641259188239054                  0                 0                 0               0                 0                 0                 0
                    
                     0.134725329356202 0.135222470792941 0.135719612229679 0.136465324384787 0.136713895103157 0.137211036539896 0.137708177976634
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 1                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 1                 0                 0                 0                 1
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 1                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 1                 0                 0
  0.175012906556531                  1                 0                 0                 0                 0                 1                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.138453890131742 0.141933880188914 0.142431021625652 0.144419587372608 0.144668158090977 0.144916728809346 0.146905294556301
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 1                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 1                 0                 0                 0
  0.117668643395713                  1                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 1                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 1                 0                 0                 1                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 1
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.147651006711409 0.148645289584887 0.149639572458364 0.150136713895103 0.151628138205319 0.154859557544121 0.155605269699229
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 1                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 1                 0                 1                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 1                 1                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 1                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 1
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.155853840417599 0.157842406164554 0.158836689038031 0.159085259756401 0.159582401193139 0.161322396221725 0.161570966940094
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 1                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  1                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 1                 0                 1                 0                 1
  0.155671555224128                  0                 1                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 1                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.163559532687049 0.165548098434004 0.166790952025851 0.167039522744221 0.167785234899329 0.169276659209545 0.169525229927914
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  1                 1                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 1                 0                 0
  0.175012906556531                  0                 0                 1                 1                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 1                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 1
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.1712652249565 0.171513795674869 0.172508078548347 0.172756649266716 0.17549092716878 0.176982351478996 0.177728063634104
  0.0162225100409488               0                 0                 0                 0                0                 0                 0
  0.0251187252246948               0                 0                 0                 0                0                 0                 0
  0.0348354106743368               0                 0                 0                 0                0                 0                 0
  0.039735804836476                0                 0                 0                 0                0                 0                 0
  0.0486991465738669               0                 0                 0                 0                0                 0                 0
  0.0579666915237385               0                 0                 0                 0                0                 0                 0
  0.0581254560470841               0                 0                 0                 0                0                 0                 0
  0.0693055745788248               0                 0                 0                 0                0                 0                 0
  0.0755272567353104               0                 0                 0                 0                0                 0                 0
  0.0922907567202869               0                 0                 0                 0                0                 0                 0
  0.0946166684421718               0                 0                 0                 0                0                 0                 0
  0.0965266046761732               0                 0                 0                 0                0                 0                 0
  0.117668643395713                0                 0                 0                 0                0                 0                 0
  0.124055909290809                0                 0                 0                 0                0                 0                 0
  0.132923191648024                1                 0                 0                 0                0                 0                 0
  0.138090594466433                0                 0                 0                 0                1                 0                 0
  0.155671555224128                0                 1                 0                 1                0                 0                 0
  0.175012906556531                0                 0                 0                 0                0                 0                 0
  0.177802634849615                0                 0                 1                 0                0                 1                 1
  0.234374568453614                0                 0                 0                 0                0                 0                 0
  0.238590604026846                0                 0                 0                 0                0                 0                 0
  0.286602038279891                0                 0                 0                 0                0                 0                 0
  0.394730300770569                0                 0                 0                 0                0                 0                 0
  0.641259188239054                0                 0                 0                 0                0                 0                 0
                    
                     0.17946805866269 0.180462341536167 0.181208053691275 0.181456624409645 0.182202336564753 0.182948048719861 0.184936614466816
  0.0162225100409488                0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.039735804836476                 0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                0                 0                 0                 0                 0                 0                 0
  0.117668643395713                 0                 0                 0                 0                 0                 0                 0
  0.124055909290809                 0                 0                 0                 0                 0                 0                 0
  0.132923191648024                 0                 0                 0                 0                 0                 0                 0
  0.138090594466433                 0                 0                 0                 0                 0                 0                 1
  0.155671555224128                 0                 0                 1                 0                 0                 0                 0
  0.175012906556531                 0                 0                 0                 1                 1                 1                 0
  0.177802634849615                 0                 0                 0                 0                 0                 0                 0
  0.234374568453614                 0                 0                 0                 0                 0                 0                 0
  0.238590604026846                 1                 1                 0                 0                 0                 0                 0
  0.286602038279891                 0                 0                 0                 0                 0                 0                 0
  0.394730300770569                 0                 0                 0                 0                 0                 0                 0
  0.641259188239054                 0                 0                 0                 0                 0                 0                 0
                    
                     0.188168033805618 0.188665175242356 0.190902311707681 0.191648023862789 0.193885160328113 0.194630872483221 0.199850857568978
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 1                 0                 0                 1                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  1                 1                 0                 0                 0                 0                 1
  0.234374568453614                  0                 0                 0                 0                 1                 0                 0
  0.238590604026846                  0                 0                 0                 1                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.200099428287348 0.200845140442456 0.209047974148645 0.210787969177231 0.223962217250808 0.225702212279393 0.228436490181457
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 1                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 1                 0                 1                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 1                 0                 1                 0                 0                 0
  0.238590604026846                  1                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 1
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.23092219736515 0.231419338801889 0.235645041014169 0.236390753169277 0.241362167536664 0.242356450410142 0.243847874720358
  0.0162225100409488                0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.039735804836476                 0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                0                 0                 0                 0                 0                 0                 0
  0.117668643395713                 0                 0                 0                 0                 0                 0                 0
  0.124055909290809                 0                 0                 0                 0                 0                 0                 0
  0.132923191648024                 0                 0                 0                 0                 0                 0                 0
  0.138090594466433                 0                 0                 0                 0                 0                 0                 0
  0.155671555224128                 0                 0                 0                 0                 0                 0                 0
  0.175012906556531                 0                 0                 0                 0                 0                 0                 0
  0.177802634849615                 1                 0                 0                 0                 0                 0                 0
  0.234374568453614                 0                 1                 0                 0                 0                 1                 0
  0.238590604026846                 0                 0                 1                 0                 1                 0                 1
  0.286602038279891                 0                 0                 0                 1                 0                 0                 0
  0.394730300770569                 0                 0                 0                 0                 0                 0                 0
  0.641259188239054                 0                 0                 0                 0                 0                 0                 0
                    
                     0.245090728312205 0.245339299030574 0.253542132736764 0.258762117822521 0.260502112851106 0.261993537161322 0.262490678598061
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  1                 1                 0                 0                 0                 1                 0
  0.238590604026846                  0                 0                 0                 0                 1                 0                 1
  0.286602038279891                  0                 0                 1                 1                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.265473527218494 0.267462092965449 0.267959234402187 0.271936365896097 0.273676360924683 0.277653492418593 0.281382053194134
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 1                 0
  0.238590604026846                  0                 1                 1                 1                 0                 0                 1
  0.286602038279891                  1                 0                 0                 0                 1                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.286104896843152 0.289584886900323 0.295302013422819 0.295550584141188 0.297539149888143 0.301516281382053 0.303256276410639
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 1                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 1                 1                 0                 1
  0.286602038279891                  1                 0                 1                 0                 0                 1                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.304747700720855 0.316181953765846 0.323887646035297 0.325379070345513 0.334327616206811 0.335570469798658 0.348496147153865
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  1                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 1                 0                 0                 1                 0
  0.394730300770569                  0                 1                 0                 1                 1                 0                 1
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
                     0.356450410141685 0.363658960974397 0.36664180959483 0.372110365398956 0.380561769823515 0.401193139448173 0.406910265970669
  0.0162225100409488                 0                 0                0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                0                 0                 0                 0                 0
  0.039735804836476                  0                 0                0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                0                 0                 0                 0                 0
  0.117668643395713                  0                 0                0                 0                 0                 0                 0
  0.124055909290809                  0                 0                0                 0                 0                 0                 0
  0.132923191648024                  0                 0                0                 0                 0                 0                 0
  0.138090594466433                  0                 0                0                 0                 0                 0                 0
  0.155671555224128                  0                 0                0                 0                 0                 0                 0
  0.175012906556531                  0                 0                0                 0                 0                 0                 0
  0.177802634849615                  0                 0                0                 0                 0                 0                 0
  0.234374568453614                  0                 0                0                 0                 0                 0                 0
  0.238590604026846                  0                 0                0                 0                 0                 0                 0
  0.286602038279891                  0                 0                0                 0                 1                 0                 0
  0.394730300770569                  1                 1                1                 1                 0                 1                 0
  0.641259188239054                  0                 0                0                 0                 0                 0                 1
                    
                     0.429281630623912 0.456127268207805 0.512055679840915 0.531692766592095 0.542132736763609 0.546607009694258 0.564504101416853
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 1                 0                 1                 0                 0                 1
  0.641259188239054                  1                 0                 1                 0                 1                 1                 0
                    
                     0.581904051702709 0.615212527964206 0.703455132985334 0.711160825254785 0.72110365398956 0.745712155108128 0.751926423067363
  0.0162225100409488                 0                 0                 0                 0                0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                0                 0                 0
  0.039735804836476                  0                 0                 0                 0                0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                0                 0                 0
  0.0579666915237385                 0                 0                 0                 0                0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                0                 0                 0
  0.0922907567202869                 0                 0                 0                 0                0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                0                 0                 0
  0.117668643395713                  0                 0                 0                 0                0                 0                 0
  0.124055909290809                  0                 0                 0                 0                0                 0                 0
  0.132923191648024                  0                 0                 0                 0                0                 0                 0
  0.138090594466433                  0                 0                 0                 0                0                 0                 0
  0.155671555224128                  0                 0                 0                 0                0                 0                 0
  0.175012906556531                  0                 0                 0                 0                0                 0                 0
  0.177802634849615                  0                 0                 0                 0                0                 0                 0
  0.234374568453614                  0                 0                 0                 0                0                 0                 0
  0.238590604026846                  0                 0                 0                 0                0                 0                 0
  0.286602038279891                  0                 0                 0                 0                0                 0                 0
  0.394730300770569                  0                 0                 0                 0                0                 0                 0
  0.641259188239054                  1                 1                 1                 1                1                 1                 1
                    
                     0.820034799900572 0.890131742480736
  0.0162225100409488                 0                 0
  0.0251187252246948                 0                 0
  0.0348354106743368                 0                 0
  0.039735804836476                  0                 0
  0.0486991465738669                 0                 0
  0.0579666915237385                 0                 0
  0.0581254560470841                 0                 0
  0.0693055745788248                 0                 0
  0.0755272567353104                 0                 0
  0.0922907567202869                 0                 0
  0.0946166684421718                 0                 0
  0.0965266046761732                 0                 0
  0.117668643395713                  0                 0
  0.124055909290809                  0                 0
  0.132923191648024                  0                 0
  0.138090594466433                  0                 0
  0.155671555224128                  0                 0
  0.175012906556531                  0                 0
  0.177802634849615                  0                 0
  0.234374568453614                  0                 0
  0.238590604026846                  0                 0
  0.286602038279891                  0                 0
  0.394730300770569                  0                 0
  0.641259188239054                  1                 1
print(dataset_ctree)

     Conditional inference tree with 24 terminal nodes

Response:  Global_Sales 
Inputs:  NA_Sales, EU_Sales, Other_Sales, Genre, Platform 
Number of observations:  504 

1) NA_Sales <= 0.1712517; criterion = 1, statistic = 422.526
  2) NA_Sales <= 0.08700138; criterion = 1, statistic = 312.701
    3) EU_Sales <= 0.05279503; criterion = 1, statistic = 200.311
      4) NA_Sales <= 0.04126547; criterion = 1, statistic = 109.353
        5) NA_Sales <= 0.0147868; criterion = 1, statistic = 52.026
          6) Other_Sales <= 0.01135289; criterion = 0.972, statistic = 25.987
            7)*  weights = 76 
          6) Other_Sales > 0.01135289
            8)*  weights = 7 
        5) NA_Sales > 0.0147868
          9) Other_Sales <= 0.0217597; criterion = 0.989, statistic = 33.256
            10) NA_Sales <= 0.01994498; criterion = 0.995, statistic = 32.775
              11)*  weights = 19 
            10) NA_Sales > 0.01994498
              12)*  weights = 49 
          9) Other_Sales > 0.0217597
            13)*  weights = 10 
      4) NA_Sales > 0.04126547
        14) Other_Sales <= 0.03027436; criterion = 1, statistic = 22.106
          15) NA_Sales <= 0.06877579; criterion = 1, statistic = 16.377
            16)*  weights = 31 
          15) NA_Sales > 0.06877579
            17)*  weights = 13 
        14) Other_Sales > 0.03027436
          18)*  weights = 7 
    3) EU_Sales > 0.05279503
      19) EU_Sales <= 0.1335404; criterion = 1, statistic = 55.711
        20) NA_Sales <= 0.05295736; criterion = 1, statistic = 46.184
          21) NA_Sales <= 0.02200825; criterion = 0.978, statistic = 15.222
            22)*  weights = 12 
          21) NA_Sales > 0.02200825
            23)*  weights = 49 
        20) NA_Sales > 0.05295736
          24)*  weights = 49 
      19) EU_Sales > 0.1335404
        25) EU_Sales <= 0.1785714; criterion = 0.975, statistic = 17.399
          26) NA_Sales <= 0.053989; criterion = 1, statistic = 16.081
            27)*  weights = 14 
          26) NA_Sales > 0.053989
            28)*  weights = 13 
        25) EU_Sales > 0.1785714
          29)*  weights = 16 
  2) NA_Sales > 0.08700138
    30) EU_Sales <= 0.1878882; criterion = 1, statistic = 50.162
      31) Other_Sales <= 0.04351939; criterion = 1, statistic = 17.802
        32) EU_Sales <= 0.1273292; criterion = 1, statistic = 23.663
          33) NA_Sales <= 0.105227; criterion = 0.968, statistic = 20.556
            34)*  weights = 21 
          33) NA_Sales > 0.105227
            35)*  weights = 13 
        32) EU_Sales > 0.1273292
          36)*  weights = 10 
      31) Other_Sales > 0.04351939
        37) Other_Sales <= 0.06433302; criterion = 0.996, statistic = 11.072
          38)*  weights = 15 
        37) Other_Sales > 0.06433302
          39)*  weights = 13 
    30) EU_Sales > 0.1878882
      40)*  weights = 20 
1) NA_Sales > 0.1712517
  41) NA_Sales <= 0.3105227; criterion = 1, statistic = 28.438
    42) EU_Sales <= 0.2864907; criterion = 1, statistic = 25.162
      43) EU_Sales <= 0.1847826; criterion = 0.981, statistic = 12.568
        44)*  weights = 9 
      43) EU_Sales > 0.1847826
        45)*  weights = 12 
    42) EU_Sales > 0.2864907
      46)*  weights = 12 
  41) NA_Sales > 0.3105227
    47)*  weights = 14 
plot(dataset_ctree,type="simple")

plot(dataset_ctree)

 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
                    
testPred             0.000497141436738752 0.00422570221227939 0.00447427293064877 0.00546855580412627 0.0062142679592344 0.00745712155108128
  0.0162225100409488                    1                   1                   1                   1                  1                   1
  0.0251187252246948                    0                   0                   0                   0                  0                   0
  0.0348354106743368                    0                   0                   0                   0                  0                   0
  0.039735804836476                     0                   0                   0                   0                  0                   0
  0.0486991465738669                    0                   0                   0                   0                  0                   0
  0.0581254560470841                    0                   0                   0                   0                  0                   0
  0.0693055745788248                    0                   0                   0                   0                  0                   0
  0.0755272567353104                    0                   0                   0                   0                  0                   0
  0.0946166684421718                    0                   0                   0                   0                  0                   0
  0.0965266046761732                    0                   0                   0                   0                  0                   0
  0.117668643395713                     0                   0                   0                   0                  0                   0
  0.124055909290809                     0                   0                   0                   0                  0                   0
  0.132923191648024                     0                   0                   0                   0                  0                   0
  0.138090594466433                     0                   0                   0                   0                  0                   0
  0.155671555224128                     0                   0                   0                   0                  0                   0
  0.175012906556531                     0                   0                   0                   0                  0                   0
  0.177802634849615                     0                   0                   0                   0                  0                   0
  0.234374568453614                     0                   0                   0                   0                  0                   0
  0.238590604026846                     0                   0                   0                   0                  0                   0
  0.286602038279891                     0                   0                   0                   0                  0                   0
  0.394730300770569                     0                   0                   0                   0                  0                   0
  0.641259188239054                     0                   0                   0                   0                  0                   0
                    
testPred             0.0114342530449913 0.0134228187919463 0.0136713895103157 0.0139199602286851 0.0146656723837932 0.0154113845389013
  0.0162225100409488                  0                  1                  1                  1                  1                  1
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  1                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
testPred             0.0161570966940094 0.0169028088491176 0.0181456624409645 0.0186428038777032 0.0196370867511807 0.0201342281879195
  0.0162225100409488                  1                  1                  1                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  1                  0                  1
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  1                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
testPred             0.021128511061397 0.0218742232165051 0.0223713646532438 0.0268456375838926 0.0283370618941089 0.0285856326124782
  0.0162225100409488                 1                  0                  0                  0                  0                  0
  0.0251187252246948                 0                  0                  1                  0                  0                  1
  0.0348354106743368                 0                  0                  0                  1                  0                  0
  0.039735804836476                  0                  1                  0                  0                  0                  0
  0.0486991465738669                 0                  0                  0                  0                  1                  0
  0.0581254560470841                 0                  0                  0                  0                  0                  0
  0.0693055745788248                 0                  0                  0                  0                  0                  0
  0.0755272567353104                 0                  0                  0                  0                  0                  0
  0.0946166684421718                 0                  0                  0                  0                  0                  0
  0.0965266046761732                 0                  0                  0                  0                  0                  0
  0.117668643395713                  0                  0                  0                  0                  0                  0
  0.124055909290809                  0                  0                  0                  0                  0                  0
  0.132923191648024                  0                  0                  0                  0                  0                  0
  0.138090594466433                  0                  0                  0                  0                  0                  0
  0.155671555224128                  0                  0                  0                  0                  0                  0
  0.175012906556531                  0                  0                  0                  0                  0                  0
  0.177802634849615                  0                  0                  0                  0                  0                  0
  0.234374568453614                  0                  0                  0                  0                  0                  0
  0.238590604026846                  0                  0                  0                  0                  0                  0
  0.286602038279891                  0                  0                  0                  0                  0                  0
  0.394730300770569                  0                  0                  0                  0                  0                  0
  0.641259188239054                  0                  0                  0                  0                  0                  0
                    
testPred             0.0315684812329108 0.033059905543127 0.0340541884166045 0.0347999005717126 0.0352970420084514 0.0382798906288839
  0.0162225100409488                  1                 0                  0                  0                  0                  0
  0.0251187252246948                  0                 0                  1                  0                  0                  0
  0.0348354106743368                  0                 0                  0                  0                  0                  0
  0.039735804836476                   0                 1                  0                  1                  1                  0
  0.0486991465738669                  0                 0                  0                  0                  0                  1
  0.0581254560470841                  0                 0                  0                  0                  0                  0
  0.0693055745788248                  0                 0                  0                  0                  0                  0
  0.0755272567353104                  0                 0                  0                  0                  0                  0
  0.0946166684421718                  0                 0                  0                  0                  0                  0
  0.0965266046761732                  0                 0                  0                  0                  0                  0
  0.117668643395713                   0                 0                  0                  0                  0                  0
  0.124055909290809                   0                 0                  0                  0                  0                  0
  0.132923191648024                   0                 0                  0                  0                  0                  0
  0.138090594466433                   0                 0                  0                  0                  0                  0
  0.155671555224128                   0                 0                  0                  0                  0                  0
  0.175012906556531                   0                 0                  0                  0                  0                  0
  0.177802634849615                   0                 0                  0                  0                  0                  0
  0.234374568453614                   0                 0                  0                  0                  0                  0
  0.238590604026846                   0                 0                  0                  0                  0                  0
  0.286602038279891                   0                 0                  0                  0                  0                  0
  0.394730300770569                   0                 0                  0                  0                  0                  0
  0.641259188239054                   0                 0                  0                  0                  0                  0
                    
testPred             0.0395227442207308 0.0420084514044246 0.0430027342779021 0.0432513049962714 0.0474770072085508 0.0479741486452896
  0.0162225100409488                  1                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  1                  1                  0                  0
  0.0486991465738669                  0                  1                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  1
  0.0693055745788248                  0                  0                  0                  0                  1                  0
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  0                  0                  0                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
testPred             0.048222719363659 0.052199850857569 0.0524484215759384 0.054188416604524 0.0546855580412627 0.0549341287596321
  0.0162225100409488                 0                 0                  0                 0                  0                  0
  0.0251187252246948                 0                 0                  0                 0                  0                  0
  0.0348354106743368                 0                 0                  0                 0                  0                  0
  0.039735804836476                  0                 1                  0                 0                  0                  0
  0.0486991465738669                 0                 0                  0                 0                  0                  0
  0.0581254560470841                 1                 0                  0                 0                  1                  1
  0.0693055745788248                 0                 0                  1                 1                  0                  0
  0.0755272567353104                 0                 0                  0                 0                  0                  0
  0.0946166684421718                 0                 0                  0                 0                  0                  0
  0.0965266046761732                 0                 0                  0                 0                  0                  0
  0.117668643395713                  0                 0                  0                 0                  0                  0
  0.124055909290809                  0                 0                  0                 0                  0                  0
  0.132923191648024                  0                 0                  0                 0                  0                  0
  0.138090594466433                  0                 0                  0                 0                  0                  0
  0.155671555224128                  0                 0                  0                 0                  0                  0
  0.175012906556531                  0                 0                  0                 0                  0                  0
  0.177802634849615                  0                 0                  0                 0                  0                  0
  0.234374568453614                  0                 0                  0                 0                  0                  0
  0.238590604026846                  0                 0                  0                 0                  0                  0
  0.286602038279891                  0                 0                  0                 0                  0                  0
  0.394730300770569                  0                 0                  0                 0                  0                  0
  0.641259188239054                  0                 0                  0                 0                  0                  0
                    
testPred             0.056176982351479 0.0584141188168034 0.0591598309719115 0.0626398210290828 0.0633855331841909 0.0658712403678847
  0.0162225100409488                 0                  0                  0                  0                  0                  0
  0.0251187252246948                 0                  0                  0                  0                  0                  0
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.039735804836476                  0                  1                  0                  0                  0                  0
  0.0486991465738669                 0                  0                  0                  0                  0                  0
  0.0581254560470841                 1                  0                  0                  0                  0                  1
  0.0693055745788248                 0                  0                  0                  0                  0                  0
  0.0755272567353104                 0                  0                  1                  1                  1                  0
  0.0946166684421718                 0                  0                  0                  0                  0                  0
  0.0965266046761732                 0                  0                  0                  0                  0                  0
  0.117668643395713                  0                  0                  0                  0                  0                  0
  0.124055909290809                  0                  0                  0                  0                  0                  0
  0.132923191648024                  0                  0                  0                  0                  0                  0
  0.138090594466433                  0                  0                  0                  0                  0                  0
  0.155671555224128                  0                  0                  0                  0                  0                  0
  0.175012906556531                  0                  0                  0                  0                  0                  0
  0.177802634849615                  0                  0                  0                  0                  0                  0
  0.234374568453614                  0                  0                  0                  0                  0                  0
  0.238590604026846                  0                  0                  0                  0                  0                  0
  0.286602038279891                  0                  0                  0                  0                  0                  0
  0.394730300770569                  0                  0                  0                  0                  0                  0
  0.641259188239054                  0                  0                  0                  0                  0                  0
                    
testPred             0.0666169525229928 0.0700969425801641 0.0730797912005966 0.0743226447924435 0.0750683569475516 0.0755654983842903
  0.0162225100409488                  0                  0                  0                  0                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  1                  0                  0                  1                  0
  0.0755272567353104                  1                  0                  0                  1                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  0                  0                  1                  0                  0                  1
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
testPred             0.0785483470047228 0.0795426298782003 0.0797912005965697 0.081282624906786 0.085259756400696 0.0855083271190654
  0.0162225100409488                  0                  0                  1                 0                 0                  0
  0.0251187252246948                  0                  0                  0                 0                 0                  0
  0.0348354106743368                  0                  0                  0                 0                 0                  0
  0.039735804836476                   0                  0                  0                 0                 0                  0
  0.0486991465738669                  0                  0                  0                 0                 0                  0
  0.0581254560470841                  0                  0                  0                 0                 0                  0
  0.0693055745788248                  0                  0                  0                 0                 0                  0
  0.0755272567353104                  1                  0                  0                 0                 0                  0
  0.0946166684421718                  0                  0                  0                 0                 0                  1
  0.0965266046761732                  0                  1                  0                 1                 1                  0
  0.117668643395713                   0                  0                  0                 0                 0                  0
  0.124055909290809                   0                  0                  0                 0                 0                  0
  0.132923191648024                   0                  0                  0                 0                 0                  0
  0.138090594466433                   0                  0                  0                 0                 0                  0
  0.155671555224128                   0                  0                  0                 0                 0                  0
  0.175012906556531                   0                  0                  0                 0                 0                  0
  0.177802634849615                   0                  0                  0                 0                 0                  0
  0.234374568453614                   0                  0                  0                 0                 0                  0
  0.238590604026846                   0                  0                  0                 0                 0                  0
  0.286602038279891                   0                  0                  0                 0                 0                  0
  0.394730300770569                   0                  0                  0                 0                 0                  0
  0.641259188239054                   0                  0                  0                 0                 0                  0
                    
testPred             0.0869997514292816 0.0897340293313448 0.0907283122048223 0.0909768829231916 0.0914740243599304 0.0922197365150385
  0.0162225100409488                  0                  0                  0                  1                  0                  0
  0.0251187252246948                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.039735804836476                   0                  0                  0                  0                  0                  0
  0.0486991465738669                  0                  0                  0                  0                  0                  0
  0.0581254560470841                  0                  0                  0                  0                  0                  0
  0.0693055745788248                  0                  0                  0                  0                  0                  1
  0.0755272567353104                  0                  0                  0                  0                  0                  0
  0.0946166684421718                  0                  0                  0                  0                  0                  0
  0.0965266046761732                  1                  1                  1                  0                  1                  0
  0.117668643395713                   0                  0                  0                  0                  0                  0
  0.124055909290809                   0                  0                  0                  0                  0                  0
  0.132923191648024                   0                  0                  0                  0                  0                  0
  0.138090594466433                   0                  0                  0                  0                  0                  0
  0.155671555224128                   0                  0                  0                  0                  0                  0
  0.175012906556531                   0                  0                  0                  0                  0                  0
  0.177802634849615                   0                  0                  0                  0                  0                  0
  0.234374568453614                   0                  0                  0                  0                  0                  0
  0.238590604026846                   0                  0                  0                  0                  0                  0
  0.286602038279891                   0                  0                  0                  0                  0                  0
  0.394730300770569                   0                  0                  0                  0                  0                  0
  0.641259188239054                   0                  0                  0                  0                  0                  0
                    
testPred             0.0934625901068854 0.0944568729803629 0.097191150882426 0.0999254287844892 0.101665423813075 0.104648272433507
  0.0162225100409488                  0                  0                 0                  0                 0                 0
  0.0251187252246948                  0                  0                 0                  0                 0                 0
  0.0348354106743368                  0                  0                 0                  0                 0                 0
  0.039735804836476                   0                  0                 0                  0                 0                 0
  0.0486991465738669                  0                  0                 0                  0                 0                 0
  0.0581254560470841                  0                  0                 0                  0                 0                 0
  0.0693055745788248                  1                  1                 0                  0                 0                 0
  0.0755272567353104                  0                  0                 0                  0                 0                 0
  0.0946166684421718                  0                  0                 1                  0                 0                 0
  0.0965266046761732                  0                  0                 0                  0                 1                 1
  0.117668643395713                   0                  0                 0                  1                 0                 0
  0.124055909290809                   0                  0                 0                  0                 0                 0
  0.132923191648024                   0                  0                 0                  0                 0                 0
  0.138090594466433                   0                  0                 0                  0                 0                 0
  0.155671555224128                   0                  0                 0                  0                 0                 0
  0.175012906556531                   0                  0                 0                  0                 0                 0
  0.177802634849615                   0                  0                 0                  0                 0                 0
  0.234374568453614                   0                  0                 0                  0                 0                 0
  0.238590604026846                   0                  0                 0                  0                 0                 0
  0.286602038279891                   0                  0                 0                  0                 0                 0
  0.394730300770569                   0                  0                 0                  0                 0                 0
  0.641259188239054                   0                  0                 0                  0                 0                 0
                    
testPred             0.105145413870246 0.105642555306985 0.106885408898832 0.108625403927417 0.108873974645787 0.11135968182948 0.11160825254785
  0.0162225100409488                 0                 0                 0                 0                 0                0                0
  0.0251187252246948                 0                 0                 0                 0                 0                0                0
  0.0348354106743368                 0                 0                 0                 0                 0                0                0
  0.039735804836476                  0                 0                 0                 0                 0                0                0
  0.0486991465738669                 0                 0                 0                 0                 0                0                0
  0.0581254560470841                 0                 0                 0                 0                 0                0                0
  0.0693055745788248                 0                 0                 0                 0                 0                0                0
  0.0755272567353104                 0                 0                 0                 1                 0                0                0
  0.0946166684421718                 1                 0                 0                 0                 0                0                0
  0.0965266046761732                 0                 0                 1                 0                 0                0                0
  0.117668643395713                  0                 1                 0                 0                 1                0                0
  0.124055909290809                  0                 0                 0                 0                 0                0                0
  0.132923191648024                  0                 0                 0                 0                 0                0                0
  0.138090594466433                  0                 0                 0                 0                 0                0                1
  0.155671555224128                  0                 0                 0                 0                 0                1                0
  0.175012906556531                  0                 0                 0                 0                 0                0                0
  0.177802634849615                  0                 0                 0                 0                 0                0                0
  0.234374568453614                  0                 0                 0                 0                 0                0                0
  0.238590604026846                  0                 0                 0                 0                 0                0                0
  0.286602038279891                  0                 0                 0                 0                 0                0                0
  0.394730300770569                  0                 0                 0                 0                 0                0                0
  0.641259188239054                  0                 0                 0                 0                 0                0                0
                    
testPred             0.118816803380562 0.120059656972409 0.121053939845886 0.122545364156102 0.130748197862292 0.132985334327616 0.13547104151131
  0.0162225100409488                 0                 0                 0                 0                 0                 0                0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                0
  0.039735804836476                  0                 0                 0                 0                 0                 0                0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                0
  0.0965266046761732                 0                 0                 0                 0                 0                 1                0
  0.117668643395713                  1                 0                 1                 0                 0                 0                0
  0.124055909290809                  0                 0                 0                 1                 0                 0                0
  0.132923191648024                  0                 0                 0                 0                 0                 0                0
  0.138090594466433                  0                 0                 0                 0                 0                 0                1
  0.155671555224128                  0                 1                 0                 0                 1                 0                0
  0.175012906556531                  0                 0                 0                 0                 0                 0                0
  0.177802634849615                  0                 0                 0                 0                 0                 0                0
  0.234374568453614                  0                 0                 0                 0                 0                 0                0
  0.238590604026846                  0                 0                 0                 0                 0                 0                0
  0.286602038279891                  0                 0                 0                 0                 0                 0                0
  0.394730300770569                  0                 0                 0                 0                 0                 0                0
  0.641259188239054                  0                 0                 0                 0                 0                 0                0
                    
testPred             0.136216753666418 0.138205319413373 0.140193885160328 0.156350981854338 0.156599552572707 0.157345264727815 0.158588118319662
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 1                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 1                 0                 0                 0                 0
  0.132923191648024                  0                 0                 0                 0                 0                 0                 0
  0.138090594466433                  1                 0                 0                 0                 1                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 1                 0
  0.175012906556531                  0                 1                 0                 0                 0                 0                 1
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 0                 0
  0.238590604026846                  0                 0                 0                 0                 0                 0                 0
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.162813820531941 0.163808103405419 0.166045239870743 0.169028088491176 0.178722346507581 0.185185185185185 0.190405170270942
  0.0162225100409488                 0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.039735804836476                  0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                 0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                 0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                 0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                 0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                 0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                 0                 0                 0                 0                 0                 0                 0
  0.117668643395713                  0                 0                 0                 0                 0                 0                 0
  0.124055909290809                  0                 0                 0                 0                 0                 0                 0
  0.132923191648024                  0                 0                 1                 0                 0                 0                 0
  0.138090594466433                  0                 0                 0                 0                 0                 0                 0
  0.155671555224128                  0                 0                 0                 0                 0                 0                 0
  0.175012906556531                  0                 0                 0                 0                 0                 0                 0
  0.177802634849615                  0                 0                 0                 0                 0                 0                 0
  0.234374568453614                  0                 0                 0                 0                 0                 1                 0
  0.238590604026846                  1                 1                 0                 1                 1                 0                 1
  0.286602038279891                  0                 0                 0                 0                 0                 0                 0
  0.394730300770569                  0                 0                 0                 0                 0                 0                 0
  0.641259188239054                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.19512801391996 0.201342281879195 0.204573701217997 0.206810837683321 0.217499378573204 0.219487944320159 0.238130748197862
  0.0162225100409488                0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.039735804836476                 0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                1                 0                 0                 0                 0                 0                 0
  0.117668643395713                 0                 0                 0                 0                 0                 0                 0
  0.124055909290809                 0                 0                 0                 0                 0                 0                 0
  0.132923191648024                 0                 1                 1                 0                 0                 0                 0
  0.138090594466433                 0                 0                 0                 0                 1                 0                 0
  0.155671555224128                 0                 0                 0                 0                 0                 0                 0
  0.175012906556531                 0                 0                 0                 0                 0                 0                 0
  0.177802634849615                 0                 0                 0                 1                 0                 0                 0
  0.234374568453614                 0                 0                 0                 0                 0                 0                 0
  0.238590604026846                 0                 0                 0                 0                 0                 0                 1
  0.286602038279891                 0                 0                 0                 0                 0                 1                 0
  0.394730300770569                 0                 0                 0                 0                 0                 0                 0
  0.641259188239054                 0                 0                 0                 0                 0                 0                 0
                    
testPred             0.25478498632861 0.341039025602784 0.353716132239622 0.380064628386776 0.393736017897092 0.450658712403679 0.502361421824509
  0.0162225100409488                0                 0                 0                 0                 0                 0                 0
  0.0251187252246948                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.039735804836476                 0                 0                 0                 0                 0                 0                 0
  0.0486991465738669                0                 0                 0                 0                 0                 0                 0
  0.0581254560470841                0                 0                 0                 0                 0                 0                 0
  0.0693055745788248                0                 0                 0                 0                 0                 0                 0
  0.0755272567353104                0                 0                 0                 0                 0                 0                 0
  0.0946166684421718                0                 0                 0                 0                 0                 0                 0
  0.0965266046761732                0                 0                 0                 0                 0                 0                 0
  0.117668643395713                 0                 0                 0                 0                 0                 0                 0
  0.124055909290809                 0                 0                 0                 0                 0                 0                 0
  0.132923191648024                 0                 0                 0                 0                 0                 0                 0
  0.138090594466433                 0                 0                 0                 0                 0                 0                 0
  0.155671555224128                 0                 0                 0                 0                 0                 0                 0
  0.175012906556531                 0                 0                 0                 0                 0                 0                 0
  0.177802634849615                 0                 0                 0                 0                 0                 0                 0
  0.234374568453614                 0                 0                 0                 0                 0                 0                 0
  0.238590604026846                 0                 0                 0                 1                 0                 0                 1
  0.286602038279891                 1                 0                 0                 0                 0                 0                 0
  0.394730300770569                 0                 1                 1                 0                 1                 0                 0
  0.641259188239054                 0                 0                 0                 0                 0                 1                 0
                    
testPred             0.517027094208302 0.573949788714889 0.779517772806363 1
  0.0162225100409488                 0                 0                 0 0
  0.0251187252246948                 0                 0                 0 0
  0.0348354106743368                 0                 0                 0 0
  0.039735804836476                  0                 0                 0 0
  0.0486991465738669                 0                 0                 0 0
  0.0581254560470841                 0                 0                 0 0
  0.0693055745788248                 0                 0                 0 0
  0.0755272567353104                 0                 0                 0 0
  0.0946166684421718                 0                 0                 0 0
  0.0965266046761732                 0                 0                 0 0
  0.117668643395713                  0                 0                 0 0
  0.124055909290809                  0                 0                 0 0
  0.132923191648024                  0                 0                 0 0
  0.138090594466433                  0                 0                 0 0
  0.155671555224128                  0                 0                 0 0
  0.175012906556531                  0                 0                 0 0
  0.177802634849615                  0                 0                 0 0
  0.234374568453614                  0                 0                 0 0
  0.238590604026846                  0                 0                 0 0
  0.286602038279891                  0                 0                 0 0
  0.394730300770569                  0                 1                 0 0
  0.641259188239054                  1                 0                 1 1
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
Error in !all.equal(nrow(data), ncol(data)) : invalid argument type
>>>>>>> Stashed changes <<<<<<< Updated upstream
precision80ctree=(((930/1739)+(548/1890)+(927/2056))/3)*100
sensitivity80ctree=((0.8439+0.5037+ 0.8505)/3)*100
specificity80ctree=((0.7984+0.8622+0.9388)/3)*100
=======
precision80ctree=(((838/1746)+(578/1799)+(903/1974))/3)*100
sensitivity80ctree=(( 0.7766+0.5479+ 0.8471)/3)*100
specificity80ctree=(( 0.8232+0.8387+0.9250)/3)*100
>>>>>>> Stashed changes

ID3 alogrithm:70% taining set, 30% testing set

<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.7, 0.3))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
<<<<<<< Updated upstream
table(predict(dataset_ctree), trainData$Global_Sales)
print(dataset_ctree)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)

acc70ctree <- co_result$overall["Accuracy"]
acc70ctree=acc70ctree*100
======= table(predict(dataset_ctree), trainData$Global_Sales)
                    
                     0 0.000248570718369376 0.000745712155108128 0.000994282873477504 0.00124285359184688 0.00149142431021626 0.00173999502858563
  0.0165893935955214 1                    1                    1                    1                   1                   1                   1
  0.0230993217570399 0                    0                    0                    0                   0                   0                   0
  0.0348354106743368 0                    0                    0                    0                   0                   0                   0
  0.0366819360107951 0                    0                    0                    0                   0                   0                   0
  0.0379038477472482 0                    0                    0                    0                   0                   0                   0
  0.0497141436738752 0                    0                    0                    0                   0                   0                   0
  0.0528551736605428 0                    0                    0                    0                   0                   0                   0
  0.0643521970889607 0                    0                    0                    0                   0                   0                   0
  0.068641028372572  0                    0                    0                    0                   0                   0                   0
  0.0687298036291325 0                    0                    0                    0                   0                   0                   0
  0.0884911757394979 0                    0                    0                    0                   0                   0                   0
  0.0948659789543458 0                    0                    0                    0                   0                   0                   0
  0.0966940094456873 0                    0                    0                    0                   0                   0                   0
  0.1221014878733    0                    0                    0                    0                   0                   0                   0
  0.122416793094877  0                    0                    0                    0                   0                   0                   0
  0.143318774191257  0                    0                    0                    0                   0                   0                   0
  0.150882426050211  0                    0                    0                    0                   0                   0                   0
  0.150917936152835  0                    0                    0                    0                   0                   0                   0
  0.182855985490835  0                    0                    0                    0                   0                   0                   0
  0.257237550749855  0                    0                    0                    0                   0                   0                   0
  0.259735686469467  0                    0                    0                    0                   0                   0                   0
  0.340182837572845  0                    0                    0                    0                   0                   0                   0
  0.437633606761123  0                    0                    0                    0                   0                   0                   0
  0.720513298533433  0                    0                    0                    0                   0                   0                   0
                    
                     0.00198856574695501 0.00223713646532438 0.00248570718369376 0.00273427790206314 0.00298284862043251 0.00372856077554064
  0.0165893935955214                   1                   1                   1                   1                   1                   1
  0.0230993217570399                   0                   0                   0                   0                   0                   0
  0.0348354106743368                   0                   0                   0                   0                   0                   0
  0.0366819360107951                   0                   0                   0                   0                   0                   0
  0.0379038477472482                   0                   0                   0                   0                   0                   0
  0.0497141436738752                   0                   0                   0                   0                   0                   0
  0.0528551736605428                   0                   0                   0                   0                   0                   0
  0.0643521970889607                   0                   0                   0                   0                   0                   0
  0.068641028372572                    0                   0                   0                   0                   0                   0
  0.0687298036291325                   0                   0                   0                   0                   0                   0
  0.0884911757394979                   0                   0                   0                   0                   0                   0
  0.0948659789543458                   0                   0                   0                   0                   0                   0
  0.0966940094456873                   0                   0                   0                   0                   0                   0
  0.1221014878733                      0                   0                   0                   0                   0                   0
  0.122416793094877                    0                   0                   0                   0                   0                   0
  0.143318774191257                    0                   0                   0                   0                   0                   0
  0.150882426050211                    0                   0                   0                   0                   0                   0
  0.150917936152835                    0                   0                   0                   0                   0                   0
  0.182855985490835                    0                   0                   0                   0                   0                   0
  0.257237550749855                    0                   0                   0                   0                   0                   0
  0.259735686469467                    0                   0                   0                   0                   0                   0
  0.340182837572845                    0                   0                   0                   0                   0                   0
  0.437633606761123                    0                   0                   0                   0                   0                   0
  0.720513298533433                    0                   0                   0                   0                   0                   0
                    
                     0.00397713149391002 0.00472284364901815 0.00497141436738752 0.0052199850857569 0.00571712652249565 0.00596569724086503
  0.0165893935955214                   1                   1                   1                  1                   1                   1
  0.0230993217570399                   0                   0                   0                  0                   0                   0
  0.0348354106743368                   0                   0                   0                  0                   0                   0
  0.0366819360107951                   0                   0                   0                  0                   0                   0
  0.0379038477472482                   0                   0                   0                  0                   0                   0
  0.0497141436738752                   0                   0                   0                  0                   0                   0
  0.0528551736605428                   0                   0                   0                  0                   0                   0
  0.0643521970889607                   0                   0                   0                  0                   0                   0
  0.068641028372572                    0                   0                   0                  0                   0                   0
  0.0687298036291325                   0                   0                   0                  0                   0                   0
  0.0884911757394979                   0                   0                   0                  0                   0                   0
  0.0948659789543458                   0                   0                   0                  0                   0                   0
  0.0966940094456873                   0                   0                   0                  0                   0                   0
  0.1221014878733                      0                   0                   0                  0                   0                   0
  0.122416793094877                    0                   0                   0                  0                   0                   0
  0.143318774191257                    0                   0                   0                  0                   0                   0
  0.150882426050211                    0                   0                   0                  0                   0                   0
  0.150917936152835                    0                   0                   0                  0                   0                   0
  0.182855985490835                    0                   0                   0                  0                   0                   0
  0.257237550749855                    0                   0                   0                  0                   0                   0
  0.259735686469467                    0                   0                   0                  0                   0                   0
  0.340182837572845                    0                   0                   0                  0                   0                   0
  0.437633606761123                    0                   0                   0                  0                   0                   0
  0.720513298533433                    0                   0                   0                  0                   0                   0
                    
                     0.00646283867760378 0.00671140939597315 0.00695998011434253 0.00720855083271191 0.00795426298782003 0.00845140442455878
  0.0165893935955214                   1                   1                   1                   1                   1                   1
  0.0230993217570399                   0                   0                   0                   0                   0                   0
  0.0348354106743368                   0                   0                   0                   0                   0                   0
  0.0366819360107951                   0                   0                   0                   0                   0                   0
  0.0379038477472482                   0                   0                   0                   0                   0                   0
  0.0497141436738752                   0                   0                   0                   0                   0                   0
  0.0528551736605428                   0                   0                   0                   0                   0                   0
  0.0643521970889607                   0                   0                   0                   0                   0                   0
  0.068641028372572                    0                   0                   0                   0                   0                   0
  0.0687298036291325                   0                   0                   0                   0                   0                   0
  0.0884911757394979                   0                   0                   0                   0                   0                   0
  0.0948659789543458                   0                   0                   0                   0                   0                   0
  0.0966940094456873                   0                   0                   0                   0                   0                   0
  0.1221014878733                      0                   0                   0                   0                   0                   0
  0.122416793094877                    0                   0                   0                   0                   0                   0
  0.143318774191257                    0                   0                   0                   0                   0                   0
  0.150882426050211                    0                   0                   0                   0                   0                   0
  0.150917936152835                    0                   0                   0                   0                   0                   0
  0.182855985490835                    0                   0                   0                   0                   0                   0
  0.257237550749855                    0                   0                   0                   0                   0                   0
  0.259735686469467                    0                   0                   0                   0                   0                   0
  0.340182837572845                    0                   0                   0                   0                   0                   0
  0.437633606761123                    0                   0                   0                   0                   0                   0
  0.720513298533433                    0                   0                   0                   0                   0                   0
                    
                     0.00869997514292816 0.00894854586129754 0.00919711657966691 0.00944568729803629 0.00969425801640567 0.00994282873477504
  0.0165893935955214                   1                   1                   1                   1                   1                   1
  0.0230993217570399                   0                   0                   0                   0                   0                   0
  0.0348354106743368                   0                   0                   0                   0                   0                   0
  0.0366819360107951                   0                   0                   0                   0                   0                   0
  0.0379038477472482                   0                   0                   0                   0                   0                   0
  0.0497141436738752                   0                   0                   0                   0                   0                   0
  0.0528551736605428                   0                   0                   0                   0                   0                   0
  0.0643521970889607                   0                   0                   0                   0                   0                   0
  0.068641028372572                    0                   0                   0                   0                   0                   0
  0.0687298036291325                   0                   0                   0                   0                   0                   0
  0.0884911757394979                   0                   0                   0                   0                   0                   0
  0.0948659789543458                   0                   0                   0                   0                   0                   0
  0.0966940094456873                   0                   0                   0                   0                   0                   0
  0.1221014878733                      0                   0                   0                   0                   0                   0
  0.122416793094877                    0                   0                   0                   0                   0                   0
  0.143318774191257                    0                   0                   0                   0                   0                   0
  0.150882426050211                    0                   0                   0                   0                   0                   0
  0.150917936152835                    0                   0                   0                   0                   0                   0
  0.182855985490835                    0                   0                   0                   0                   0                   0
  0.257237550749855                    0                   0                   0                   0                   0                   0
  0.259735686469467                    0                   0                   0                   0                   0                   0
  0.340182837572845                    0                   0                   0                   0                   0                   0
  0.437633606761123                    0                   0                   0                   0                   0                   0
  0.720513298533433                    0                   0                   0                   0                   0                   0
                    
                     0.0101913994531444 0.0104399701715138 0.0106885408898832 0.0109371116082525 0.0111856823266219 0.0116828237633607
  0.0165893935955214                  1                  1                  1                  1                  1                  1
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0119313944817301 0.0121799652000994 0.0124285359184688 0.0126771066368382 0.0129256773552076 0.0131742480735769
  0.0165893935955214                  1                  1                  1                  0                  1                  1
  0.0230993217570399                  0                  0                  0                  1                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0141685309470544 0.0144171016654238 0.0149142431021626 0.0151628138205319 0.0156599552572707 0.0159085259756401
  0.0165893935955214                  1                  1                  1                  1                  0                  1
  0.0230993217570399                  0                  0                  0                  0                  1                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0166542381307482 0.0171513795674869 0.0173999502858563 0.0176485210042257 0.0178970917225951 0.0183942331593338
  0.0165893935955214                  0                  1                  0                  1                  1                  1
  0.0230993217570399                  1                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  1                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0188913745960726 0.019139945314442 0.0193885160328113 0.0198856574695501 0.0203827989062888 0.0206313696246582
  0.0165893935955214                  0                 1                  1                  1                  0                  1
  0.0230993217570399                  1                 0                  0                  0                  1                  0
  0.0348354106743368                  0                 0                  0                  0                  0                  0
  0.0366819360107951                  0                 0                  0                  0                  0                  0
  0.0379038477472482                  0                 0                  0                  0                  0                  0
  0.0497141436738752                  0                 0                  0                  0                  0                  0
  0.0528551736605428                  0                 0                  0                  0                  0                  0
  0.0643521970889607                  0                 0                  0                  0                  0                  0
  0.068641028372572                   0                 0                  0                  0                  0                  0
  0.0687298036291325                  0                 0                  0                  0                  0                  0
  0.0884911757394979                  0                 0                  0                  0                  0                  0
  0.0948659789543458                  0                 0                  0                  0                  0                  0
  0.0966940094456873                  0                 0                  0                  0                  0                  0
  0.1221014878733                     0                 0                  0                  0                  0                  0
  0.122416793094877                   0                 0                  0                  0                  0                  0
  0.143318774191257                   0                 0                  0                  0                  0                  0
  0.150882426050211                   0                 0                  0                  0                  0                  0
  0.150917936152835                   0                 0                  0                  0                  0                  0
  0.182855985490835                   0                 0                  0                  0                  0                  0
  0.257237550749855                   0                 0                  0                  0                  0                  0
  0.259735686469467                   0                 0                  0                  0                  0                  0
  0.340182837572845                   0                 0                  0                  0                  0                  0
  0.437633606761123                   0                 0                  0                  0                  0                  0
  0.720513298533433                   0                 0                  0                  0                  0                  0
                    
                     0.0208799403430276 0.0213770817797663 0.0216256524981357 0.0221227939348745 0.0226199353716132 0.023117076808352
  0.0165893935955214                  0                  0                  1                  1                  0                 0
  0.0230993217570399                  1                  1                  0                  0                  0                 1
  0.0348354106743368                  0                  0                  0                  0                  1                 0
  0.0366819360107951                  0                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  0                  0                  0                  0                 0
  0.0497141436738752                  0                  0                  0                  0                  0                 0
  0.0528551736605428                  0                  0                  0                  0                  0                 0
  0.0643521970889607                  0                  0                  0                  0                  0                 0
  0.068641028372572                   0                  0                  0                  0                  0                 0
  0.0687298036291325                  0                  0                  0                  0                  0                 0
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  0                  0                  0                  0                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  0                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
                     0.0233656475267213 0.0238627889634601 0.0241113596818295 0.0243599304001989 0.0246085011185682 0.0248570718369376
  0.0165893935955214                  0                  0                  0                  0                  1                  0
  0.0230993217570399                  0                  1                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  1                  0                  0                  1
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  1                  0                  0                  1                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.025105642555307 0.0258513547104151 0.0260999254287845 0.0263484961471539 0.0265970668655232 0.027094208302262
  0.0165893935955214                 0                  1                  1                  0                  0                 0
  0.0230993217570399                 1                  0                  0                  1                  0                 0
  0.0348354106743368                 0                  0                  0                  0                  0                 0
  0.0366819360107951                 0                  0                  0                  0                  1                 0
  0.0379038477472482                 0                  0                  0                  0                  0                 1
  0.0497141436738752                 0                  0                  0                  0                  0                 0
  0.0528551736605428                 0                  0                  0                  0                  0                 0
  0.0643521970889607                 0                  0                  0                  0                  0                 0
  0.068641028372572                  0                  0                  0                  0                  0                 0
  0.0687298036291325                 0                  0                  0                  0                  0                 0
  0.0884911757394979                 0                  0                  0                  0                  0                 0
  0.0948659789543458                 0                  0                  0                  0                  0                 0
  0.0966940094456873                 0                  0                  0                  0                  0                 0
  0.1221014878733                    0                  0                  0                  0                  0                 0
  0.122416793094877                  0                  0                  0                  0                  0                 0
  0.143318774191257                  0                  0                  0                  0                  0                 0
  0.150882426050211                  0                  0                  0                  0                  0                 0
  0.150917936152835                  0                  0                  0                  0                  0                 0
  0.182855985490835                  0                  0                  0                  0                  0                 0
  0.257237550749855                  0                  0                  0                  0                  0                 0
  0.259735686469467                  0                  0                  0                  0                  0                 0
  0.340182837572845                  0                  0                  0                  0                  0                 0
  0.437633606761123                  0                  0                  0                  0                  0                 0
  0.720513298533433                  0                  0                  0                  0                  0                 0
                    
                     0.0273427790206314 0.0275913497390007 0.0278399204573701 0.0288342033308476 0.029082774049217 0.0293313447675864
  0.0165893935955214                  0                  0                  0                  0                 0                  0
  0.0230993217570399                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  1                  0                  0                 0                  0
  0.0366819360107951                  0                  0                  0                  0                 1                  0
  0.0379038477472482                  1                  0                  1                  0                 0                  1
  0.0497141436738752                  0                  0                  0                  1                 0                  0
  0.0528551736605428                  0                  0                  0                  0                 0                  0
  0.0643521970889607                  0                  0                  0                  0                 0                  0
  0.068641028372572                   0                  0                  0                  0                 0                  0
  0.0687298036291325                  0                  0                  0                  0                 0                  0
  0.0884911757394979                  0                  0                  0                  0                 0                  0
  0.0948659789543458                  0                  0                  0                  0                 0                  0
  0.0966940094456873                  0                  0                  0                  0                 0                  0
  0.1221014878733                     0                  0                  0                  0                 0                  0
  0.122416793094877                   0                  0                  0                  0                 0                  0
  0.143318774191257                   0                  0                  0                  0                 0                  0
  0.150882426050211                   0                  0                  0                  0                 0                  0
  0.150917936152835                   0                  0                  0                  0                 0                  0
  0.182855985490835                   0                  0                  0                  0                 0                  0
  0.257237550749855                   0                  0                  0                  0                 0                  0
  0.259735686469467                   0                  0                  0                  0                 0                  0
  0.340182837572845                   0                  0                  0                  0                 0                  0
  0.437633606761123                   0                  0                  0                  0                 0                  0
  0.720513298533433                   0                  0                  0                  0                 0                  0
                    
                     0.0295799154859557 0.0298284862043251 0.0300770569226945 0.0303256276410639 0.0305741983594333 0.0308227690778026
  0.0165893935955214                  0                  0                  1                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  1
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  1                  1                  0                  1                  1                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.031071339796172 0.0313199105145414 0.0318170519512801 0.0320656226696495 0.0323141933880189 0.0325627641063883
  0.0165893935955214                 0                  0                  0                  0                  0                  1
  0.0230993217570399                 0                  0                  1                  0                  0                  0
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.0366819360107951                 1                  0                  0                  0                  0                  0
  0.0379038477472482                 0                  1                  0                  0                  1                  0
  0.0497141436738752                 0                  0                  0                  0                  0                  0
  0.0528551736605428                 0                  0                  0                  1                  0                  0
  0.0643521970889607                 0                  0                  0                  0                  0                  0
  0.068641028372572                  0                  0                  0                  0                  0                  0
  0.0687298036291325                 0                  0                  0                  0                  0                  0
  0.0884911757394979                 0                  0                  0                  0                  0                  0
  0.0948659789543458                 0                  0                  0                  0                  0                  0
  0.0966940094456873                 0                  0                  0                  0                  0                  0
  0.1221014878733                    0                  0                  0                  0                  0                  0
  0.122416793094877                  0                  0                  0                  0                  0                  0
  0.143318774191257                  0                  0                  0                  0                  0                  0
  0.150882426050211                  0                  0                  0                  0                  0                  0
  0.150917936152835                  0                  0                  0                  0                  0                  0
  0.182855985490835                  0                  0                  0                  0                  0                  0
  0.257237550749855                  0                  0                  0                  0                  0                  0
  0.259735686469467                  0                  0                  0                  0                  0                  0
  0.340182837572845                  0                  0                  0                  0                  0                  0
  0.437633606761123                  0                  0                  0                  0                  0                  0
  0.720513298533433                  0                  0                  0                  0                  0                  0
                    
                     0.0333084762614964 0.0335570469798658 0.0338056176982351 0.0345513298533433 0.035048471290082 0.0357941834451901
  0.0165893935955214                  0                  0                  0                  0                 1                  0
  0.0230993217570399                  0                  0                  0                  0                 0                  1
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.0366819360107951                  0                  0                  0                  0                 0                  0
  0.0379038477472482                  1                  1                  1                  0                 0                  0
  0.0497141436738752                  0                  0                  0                  0                 0                  0
  0.0528551736605428                  0                  0                  0                  1                 0                  0
  0.0643521970889607                  0                  0                  0                  0                 0                  0
  0.068641028372572                   0                  0                  0                  0                 0                  0
  0.0687298036291325                  0                  0                  0                  0                 0                  0
  0.0884911757394979                  0                  0                  0                  0                 0                  0
  0.0948659789543458                  0                  0                  0                  0                 0                  0
  0.0966940094456873                  0                  0                  0                  0                 0                  0
  0.1221014878733                     0                  0                  0                  0                 0                  0
  0.122416793094877                   0                  0                  0                  0                 0                  0
  0.143318774191257                   0                  0                  0                  0                 0                  0
  0.150882426050211                   0                  0                  0                  0                 0                  0
  0.150917936152835                   0                  0                  0                  0                 0                  0
  0.182855985490835                   0                  0                  0                  0                 0                  0
  0.257237550749855                   0                  0                  0                  0                 0                  0
  0.259735686469467                   0                  0                  0                  0                 0                  0
  0.340182837572845                   0                  0                  0                  0                 0                  0
  0.437633606761123                   0                  0                  0                  0                 0                  0
  0.720513298533433                   0                  0                  0                  0                 0                  0
                    
                     0.0360427541635595 0.0362913248819289 0.0365398956002983 0.0367884663186677 0.037037037037037 0.0372856077554064
  0.0165893935955214                  0                  0                  0                  0                 0                  0
  0.0230993217570399                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.0366819360107951                  1                  0                  0                  0                 0                  0
  0.0379038477472482                  0                  1                  0                  1                 1                  1
  0.0497141436738752                  0                  0                  0                  0                 0                  0
  0.0528551736605428                  0                  0                  1                  0                 0                  0
  0.0643521970889607                  0                  0                  0                  0                 0                  0
  0.068641028372572                   0                  0                  0                  0                 0                  0
  0.0687298036291325                  0                  0                  0                  0                 0                  0
  0.0884911757394979                  0                  0                  0                  0                 0                  0
  0.0948659789543458                  0                  0                  0                  0                 0                  0
  0.0966940094456873                  0                  0                  0                  0                 0                  0
  0.1221014878733                     0                  0                  0                  0                 0                  0
  0.122416793094877                   0                  0                  0                  0                 0                  0
  0.143318774191257                   0                  0                  0                  0                 0                  0
  0.150882426050211                   0                  0                  0                  0                 0                  0
  0.150917936152835                   0                  0                  0                  0                 0                  0
  0.182855985490835                   0                  0                  0                  0                 0                  0
  0.257237550749855                   0                  0                  0                  0                 0                  0
  0.259735686469467                   0                  0                  0                  0                 0                  0
  0.340182837572845                   0                  0                  0                  0                 0                  0
  0.437633606761123                   0                  0                  0                  0                 0                  0
  0.720513298533433                   0                  0                  0                  0                 0                  0
                    
                     0.0375341784737758 0.0377827491921452 0.0380313199105145 0.0385284613472533 0.0387770320656227 0.039025602783992
  0.0165893935955214                  0                  0                  0 co_result                  0                 0
  0.0230993217570399                  0                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  1                 0
  0.0366819360107951                  1                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  1                  1                  1                  0                 0
  0.0497141436738752                  0                  0                  0                  0                  0                 1
  0.0528551736605428                  0                  0                  0                  0                  0                 0
  0.0643521970889607                  0                  0                  0                  0                  0                 0
  0.068641028372572                   0                  0                  0                  0                  0                 0
  0.0687298036291325                  0                  0                  0                  0                  0                 0
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  0                  0                  0                  0                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  0                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
                     0.0392741735023614 0.0397713149391002 0.0400198856574695 0.0402684563758389 0.0405170270942083 0.0407655978125777
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  1
  0.0379038477472482                  1                  1                  1                  1                  1                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.041014168530947 0.0412627392493164 0.0415113099676858 0.0417598806860552 0.0422570221227939 0.0425055928411633
  0.0165893935955214                 0                  0                  0                  0                  0                  0
  0.0230993217570399                 0                  0                  0                  0                  0                  0
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.0366819360107951                 0                  0                  0                  0                  0                  0
  0.0379038477472482                 1                  0                  1                  1                  0                  0
  0.0497141436738752                 0                  0                  0                  0                  0                  0
  0.0528551736605428                 0                  1                  0                  0                  0                  0
  0.0643521970889607                 0                  0                  0                  0                  1                  0
  0.068641028372572                  0                  0                  0                  0                  0                  1
  0.0687298036291325                 0                  0                  0                  0                  0                  0
  0.0884911757394979                 0                  0                  0                  0                  0                  0
  0.0948659789543458                 0                  0                  0                  0                  0                  0
  0.0966940094456873                 0                  0                  0                  0                  0                  0
  0.1221014878733                    0                  0                  0                  0                  0                  0
  0.122416793094877                  0                  0                  0                  0                  0                  0
  0.143318774191257                  0                  0                  0                  0                  0                  0
  0.150882426050211                  0                  0                  0                  0                  0                  0
  0.150917936152835                  0                  0                  0                  0                  0                  0
  0.182855985490835                  0                  0                  0                  0                  0                  0
  0.257237550749855                  0                  0                  0                  0                  0                  0
  0.259735686469467                  0                  0                  0                  0                  0                  0
  0.340182837572845                  0                  0                  0                  0                  0                  0
  0.437633606761123                  0                  0                  0                  0                  0                  0
  0.720513298533433                  0                  0                  0                  0                  0                  0
                    
                     0.0427541635595327 0.0434998757146408 0.0437484464330102 0.0439970171513796 0.0442455878697489 0.0444941585881183
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  1                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  1                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  1                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  1                  0                  0                  0                  0
  0.068641028372572                   0                  0                  1                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  1
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0447427293064877 0.0452398707432264 0.0454884414615958 0.0457370121799652 0.0459855828983346 0.046234153616704
  0.0165893935955214                  0                  0                  0                  0                  0                 0
  0.0230993217570399                  0                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.0366819360107951                  0                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  0                  0                  0                  1                 0
  0.0497141436738752                  0                  0                  1                  0                  0                 1
  0.0528551736605428                  0                  0                  0                  1                  0                 0
  0.0643521970889607                  1                  1                  0                  0                  0                 0
  0.068641028372572                   0                  0                  0                  0                  0                 0
  0.0687298036291325                  0                  0                  0                  0                  0                 0
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  0                  0                  0                  0                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  0                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
                     0.0464827243350733 0.0467312950534427 0.0469798657718121 0.0484712900820283 0.0487198608003977 0.0489684315187671
  0.0165893935955214                  0                  1                  0                  1                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  1                  0                  0                  0                  1                  0
  0.0497141436738752                  0                  0                  1                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  1
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0492170022371365 0.0494655729555058 0.0497141436738752 0.0499627143922446 0.050211285110614 0.0504598558289833
  0.0165893935955214                  0                  0                  0                  0                 0                  0
  0.0230993217570399                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.0366819360107951                  0                  0                  0                  0                 0                  0
  0.0379038477472482                  0                  0                  0                  1                 0                  0
  0.0497141436738752                  0                  0                  1                  0                 0                  1
  0.0528551736605428                  1                  0                  0                  0                 1                  0
  0.0643521970889607                  0                  0                  0                  0                 0                  0
  0.068641028372572                   0                  1                  0                  0                 0                  0
  0.0687298036291325                  0                  0                  0                  0                 0                  0
  0.0884911757394979                  0                  0                  0                  0                 0                  0
  0.0948659789543458                  0                  0                  0                  0                 0                  0
  0.0966940094456873                  0                  0                  0                  0                 0                  0
  0.1221014878733                     0                  0                  0                  0                 0                  0
  0.122416793094877                   0                  0                  0                  0                 0                  0
  0.143318774191257                   0                  0                  0                  0                 0                  0
  0.150882426050211                   0                  0                  0                  0                 0                  0
  0.150917936152835                   0                  0                  0                  0                 0                  0
  0.182855985490835                   0                  0                  0                  0                 0                  0
  0.257237550749855                   0                  0                  0                  0                 0                  0
  0.259735686469467                   0                  0                  0                  0                 0                  0
  0.340182837572845                   0                  0                  0                  0                 0                  0
  0.437633606761123                   0                  0                  0                  0                 0                  0
  0.720513298533433                   0                  0                  0                  0                 0                  0
                    
                     0.0507084265473527 0.0509569972657221 0.0512055679840915 0.0514541387024608 0.0517027094208302 0.0519512801391996
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  1                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  1                  0                  0                  0                  1                  1
  0.0643521970889607                  0                  0                  1                  0                  0                  0
  0.068641028372572                   0                  0                  0                  1                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0526969922943077 0.0529455630126771 0.0531941337310465 0.0534427044494159 0.0536912751677852 0.0539398458861546
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  1                  1                  0                  1                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  1                  0                  1
  0.0687298036291325                  1                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0544369873228934 0.0551826994780015 0.0554312701963709 0.0556798409147402 0.0559284116331096 0.0564255530698484
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  1                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  1                  0                  1                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   1                  0                  0                  0                  0                  1
  0.0687298036291325                  0                  1                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0566741237882177 0.0569226945065871 0.0571712652249565 0.0574198359433259 0.0576684066616953 0.0579169773800646
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  1                  1                  0                  0
  0.0643521970889607                  0                  1                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  1                  1
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  1                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.058165548098434 0.0586626895351728 0.0594084016902809 0.0599055431270196 0.060154113845389 0.0604026845637584
  0.0165893935955214                 1                  0                  0                  0                 0                  0
  0.0230993217570399                 0                  0                  0                  0                 0                  0
  0.0348354106743368                 0                  0                  0                  0                 0                  0
  0.0366819360107951                 0                  0                  0                  0                 0                  0
  0.0379038477472482                 0                  0                  0                  0                 0                  0
  0.0497141436738752                 0                  0                  0                  1                 0                  0
  0.0528551736605428                 0                  0                  0                  0                 0                  0
  0.0643521970889607                 0                  0                  0                  0                 0                  0
  0.068641028372572                  0                  0                  0                  0                 1                  1
  0.0687298036291325                 0                  1                  1                  0                 0                  0
  0.0884911757394979                 0                  0                  0                  0                 0                  0
  0.0948659789543458                 0                  0                  0                  0                 0                  0
  0.0966940094456873                 0                  0                  0                  0                 0                  0
  0.1221014878733                    0                  0                  0                  0                 0                  0
  0.122416793094877                  0                  0                  0                  0                 0                  0
  0.143318774191257                  0                  0                  0                  0                 0                  0
  0.150882426050211                  0                  0                  0                  0                 0                  0
  0.150917936152835                  0                  0                  0                  0                 0                  0
  0.182855985490835                  0                  0                  0                  0                 0                  0
  0.257237550749855                  0                  0                  0                  0                 0                  0
  0.259735686469467                  0                  0                  0                  0                 0                  0
  0.340182837572845                  0                  0                  0                  0                 0                  0
  0.437633606761123                  0                  0                  0                  0                 0                  0
  0.720513298533433                  0                  0                  0                  0                 0                  0
                    
                     0.0606512552821278 0.0608998260004971 0.0611483967188665 0.0613969674372359 0.0616455381556053 0.0618941088739746
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  1
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  1                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  1                  0                  1                  1                  0
  0.0884911757394979                  1                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.062142679592344 0.0623912503107134 0.0628883917474521 0.0636341039025603 0.0638826746209297 0.064131245339299
  0.0165893935955214                 0                  0                  0                  0                  0                 0
  0.0230993217570399                 0                  0                  0                  0                  0                 0
  0.0348354106743368                 0                  0                  0                  0                  0                 0
  0.0366819360107951                 0                  0                  0                  0                  0                 0
  0.0379038477472482                 0                  0                  0                  0                  0                 0
  0.0497141436738752                 1                  0                  0                  0                  0                 0
  0.0528551736605428                 0                  0                  1                  0                  0                 0
  0.0643521970889607                 0                  1                  0                  0                  0                 0
  0.068641028372572                  0                  0                  0                  0                  1                 0
  0.0687298036291325                 0                  0                  0                  1                  0                 0
  0.0884911757394979                 0                  0                  0                  0                  0                 1
  0.0948659789543458                 0                  0                  0                  0                  0                 0
  0.0966940094456873                 0                  0                  0                  0                  0                 0
  0.1221014878733                    0                  0                  0                  0                  0                 0
  0.122416793094877                  0                  0                  0                  0                  0                 0
  0.143318774191257                  0                  0                  0                  0                  0                 0
  0.150882426050211                  0                  0                  0                  0                  0                 0
  0.150917936152835                  0                  0                  0                  0                  0                 0
  0.182855985490835                  0                  0                  0                  0                  0                 0
  0.257237550749855                  0                  0                  0                  0                  0                 0
  0.259735686469467                  0                  0                  0                  0                  0                 0
  0.340182837572845                  0                  0                  0                  0                  0                 0
  0.437633606761123                  0                  0                  0                  0                  0                 0
  0.720513298533433                  0                  0                  0                  0                  0                 0
                    
                     0.0643798160576684 0.0646283867760378 0.0648769574944072 0.0653740989311459 0.0656226696495153 0.066119811086254
  0.0165893935955214                  0                  0                  0                  0                  0                 0
  0.0230993217570399                  0                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.0366819360107951                  0                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  0                  0                  0                  0                 0
  0.0497141436738752                  0                  0                  0                  0                  0                 0
  0.0528551736605428                  0                  0                  0                  0                  0                 0
  0.0643521970889607                  0                  0                  0                  0                  0                 0
  0.068641028372572                   0                  1                  0                  0                  1                 1
  0.0687298036291325                  1                  0                  1                  0                  0                 0
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  0                  0                  0                  1                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  0                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
                     0.0663683818046234 0.0668655232413622 0.0671140939597315 0.0676112353964703 0.0678598061148397 0.068108376833209
  0.0165893935955214                  1                  0                  0                  0                  0                 0
  0.0230993217570399                  0                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.0366819360107951                  0                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  1                  0                  0                  0                 0
  0.0497141436738752                  0                  0                  0                  0                  0                 0
  0.0528551736605428                  0                  0                  0                  1                  0                 1
  0.0643521970889607                  0                  0                  0                  0                  0                 0
  0.068641028372572                   0                  0                  0                  0                  1                 0
  0.0687298036291325                  0                  0                  0                  0                  0                 0
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  0                  0                  1                  0                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  0                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
                     0.0683569475515784 0.0688540889883172 0.0691026597066866 0.0693512304250559 0.0695998011434253 0.0698483718617947
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  1                  0                  1                  1                  0
  0.0687298036291325                  0                  0                  1                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  1
  0.0966940094456873                  1                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0703455132985334 0.0708426547352722 0.0713397961720109 0.0715883668903803 0.0718369376087497 0.0720855083271191
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  1                  0                  1
  0.0687298036291325                  1                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  1                  0                  1                  0
  0.0966940094456873                  0                  1                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0723340790454884 0.0725826497638578 0.0728312204822272 0.0733283619189659 0.0735769326373353 0.0738255033557047
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  1
  0.0528551736605428                  0                  0                  0                  1                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   1                  0                  0                  0                  1                  0
  0.0687298036291325                  0                  0                  1                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  1                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0740740740740741 0.0748197862291822 0.0760626398210291 0.0765597812577678 0.0770569226945066 0.077305493412876
  0.0165893935955214                  0                  0                  0                  0                  0                 0
  0.0230993217570399                  0                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.0366819360107951                  0                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  0                  0                  0                  0                 0
  0.0497141436738752                  0                  0                  0                  0                  0                 0
  0.0528551736605428                  0                  0                  0                  0                  0                 0
  0.0643521970889607                  0                  0                  0                  0                  0                 0
  0.068641028372572                   1                  0                  1                  0                  0                 0
  0.0687298036291325                  0                  1                  0                  1                  0                 1
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  0                  0                  0                  0                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  1                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
                     0.0775540641312453 0.0780512055679841 0.0782997762863535 0.0787969177230922 0.0790454884414616 0.079294059159831
  0.0165893935955214                  0                  0                  0                  0                  0                 0
  0.0230993217570399                  0                  0                  0                  0                  0                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.0366819360107951                  0                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  0                  0                  0                  0                 1
  0.0497141436738752                  0                  0                  0                  0                  0                 0
  0.0528551736605428                  0                  0                  0                  0                  0                 0
  0.0643521970889607                  0                  0                  0                  0                  0                 0
  0.068641028372572                   0                  0                  0                  0                  1                 0
  0.0687298036291325                  0                  0                  0                  0                  0                 0
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  1                  1                  1                  1                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  0                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
                     0.0800397713149391 0.0807854834700472 0.0810340541884166 0.0820283370618941 0.0822769077802635 0.0825254784986329
  0.0165893935955214                  0                  1                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  1                  1
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  1                  1                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   1                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
                     0.0827740492170022 0.083271190653741 0.0837683320904797 0.0840169028088491 0.0845140442455879 0.0847626149639572
  0.0165893935955214                  0                 0                  0                  0                  0                  0
  0.0230993217570399                  0                 0                  0                  0                  0                  0
  0.0348354106743368                  0                 0                  0                  0                  0                  0
  0.0366819360107951                  0                 0                  0                  0                  0                  0
  0.0379038477472482                  0                 0                  0                  0                  0                  0
  0.0497141436738752                  0                 0                  0                  0                  0                  0
  0.0528551736605428                  0                 0                  0                  0                  0                  0
  0.0643521970889607                  0                 0                  0                  0                  0                  0
  0.068641028372572                   0                 0                  1                  0                  0                  0
  0.0687298036291325                  0                 0                  0                  0                  0                  0
  0.0884911757394979                  0                 0                  0                  0                  1                  0
  0.0948659789543458                  1                 0                  0                  1                  0                  0
  0.0966940094456873                  0                 1                  0                  0                  0                  0
  0.1221014878733                     0                 0                  0                  0                  0                  0
  0.122416793094877                   0                 0                  0                  0                  0                  1
  0.143318774191257                   0                 0                  0                  0                  0                  0
  0.150882426050211                   0                 0                  0                  0                  0                  0
  0.150917936152835                   0                 0                  0                  0                  0                  0
  0.182855985490835                   0                 0                  0                  0                  0                  0
  0.257237550749855                   0                 0                  0                  0                  0                  0
  0.259735686469467                   0                 0                  0                  0                  0                  0
  0.340182837572845                   0                 0                  0                  0                  0                  0
  0.437633606761123                   0                 0                  0                  0                  0                  0
  0.720513298533433                   0                 0                  0                  0                  0                  0
                    
                     0.0850111856823266 0.0857568978374347 0.0865026099925429 0.0867511807109123 0.087248322147651 0.0877454635843898
  0.0165893935955214                  0                  0                  0                  0                 0                  0
  0.0230993217570399                  0                  0                  0                  0                 0                  0
  0.0348354106743368                  0                  0                  0                  0                 0                  0
  0.0366819360107951                  0                  0                  0                  0                 0                  0
  0.0379038477472482                  0                  0                  0                  0                 0                  0
  0.0497141436738752                  0                  0                  0                  0                 0                  0
  0.0528551736605428                  0                  0                  0                  0                 0                  0
  0.0643521970889607                  0                  0                  0                  0                 0                  0
  0.068641028372572                   1                  0                  0                  0                 0                  0
  0.0687298036291325                  0                  0                  0                  0                 0                  0
  0.0884911757394979                  0                  0                  0                  0                 0                  0
  0.0948659789543458                  0                  1                  1                  1                 1                  1
  0.0966940094456873                  0                  0                  0                  0                 0                  0
  0.1221014878733                     0                  0                  0                  0                 0                  0
  0.122416793094877                   0                  0                  0                  0                 0                  0
  0.143318774191257                   0                  0                  0                  0                 0                  0
  0.150882426050211                   0                  0                  0                  0                 0                  0
  0.150917936152835                   0                  0                  0                  0                 0                  0
  0.182855985490835                   0                  0                  0                  0                 0                  0
  0.257237550749855                   0                  0                  0                  0                 0                  0
  0.259735686469467                   0                  0                  0                  0                 0                  0
  0.340182837572845                   0                  0                  0                  0                 0                  0
  0.437633606761123                   0                  0                  0                  0                 0                  0
  0.720513298533433                   0                  0                  0                  0                 0                  0
                    
                     0.0882426050211285 0.0887397464578673 0.0889883171762366 0.089236887894606 0.0894854586129754 0.0899826000497141
  0.0165893935955214                  0                  0                  0                 0                  0                  0
  0.0230993217570399                  0                  0                  0                 0                  0                  0
  0.0348354106743368                  0                  0                  0                 0                  0                  0
  0.0366819360107951                  0                  0                  0                 0                  0                  0
  0.0379038477472482                  0                  0                  0                 0                  0                  0
  0.0497141436738752                  0                  0                  0                 0                  0                  0
  0.0528551736605428                  0                  0                  0                 0                  0                  0
  0.0643521970889607                  0                  0                  0                 0                  0                  0
  0.068641028372572                   0                  0                  0                 0                  0                  0
  0.0687298036291325                  0                  0                  0                 1                  0                  0
  0.0884911757394979                  0                  0                  0                 0                  0                  0
  0.0948659789543458                  1                  1                  1                 0                  1                  1
  0.0966940094456873                  0                  0                  0                 0                  0                  0
  0.1221014878733                     0                  0                  0                 0                  0                  0
  0.122416793094877                   0                  0                  0                 0                  0                  0
  0.143318774191257                   0                  0                  0                 0                  0                  0
  0.150882426050211                   0                  0                  0                 0                  0                  0
  0.150917936152835                   0                  0                  0                 0                  0                  0
  0.182855985490835                   0                  0                  0                 0                  0                  0
  0.257237550749855                   0                  0                  0                 0                  0                  0
  0.259735686469467                   0                  0                  0                 0                  0                  0
  0.340182837572845                   0                  0                  0                 0                  0                  0
  0.437633606761123                   0                  0                  0                 0                  0                  0
  0.720513298533433                   0                  0                  0                 0                  0                  0
                    
                     0.0902311707680835 0.0917225950782998 0.0919711657966691 0.093214019388516 0.0937111608252548 0.0939597315436242
  0.0165893935955214                  0                  0                  0                 0                  0                  0
  0.0230993217570399                  0                  0                  0                 0                  0                  0
  0.0348354106743368                  0                  0                  0                 0                  0                  0
  0.0366819360107951                  0                  0                  0                 0                  0                  0
  0.0379038477472482                  0                  0                  0                 0                  0                  0
  0.0497141436738752                  0                  0                  0                 0                  0                  0
  0.0528551736605428                  0                  0                  0                 0                  0                  0
  0.0643521970889607                  0                  0                  0                 0                  0                  0
  0.068641028372572                   0                  0                  0                 0                  0                  0
  0.0687298036291325                  0                  0                  0                 0                  0                  0
  0.0884911757394979                  0                  0                  0                 0                  0                  0
  0.0948659789543458                  1                  1                  1                 1                  0                  1
  0.0966940094456873                  0                  0                  0                 0                  0                  0
  0.1221014878733                     0                  0                  0                 0                  0                  0
  0.122416793094877                   0                  0                  0                 0                  1                  0
  0.143318774191257                   0                  0                  0                 0                  0                  0
  0.150882426050211                   0                  0                  0                 0                  0                  0
  0.150917936152835                   0                  0                  0                 0                  0                  0
  0.182855985490835                   0                  0                  0                 0                  0                  0
  0.257237550749855                   0                  0                  0                 0                  0                  0
  0.259735686469467                   0                  0                  0                 0                  0                  0
  0.340182837572845                   0                  0                  0                 0                  0                  0
  0.437633606761123                   0                  0                  0                 0                  0                  0
  0.720513298533433                   0                  0                  0                 0                  0                  0
                    
                     0.0947054436987323 0.0949540144171017 0.095202585135471 0.0961968680089485 0.0964454387273179 0.0966940094456873
  0.0165893935955214                  0                  0                 0                  0                  0                  0
  0.0230993217570399                  0                  0                 0                  0                  0                  0
  0.0348354106743368                  0                  0                 0                  0                  0                  0
  0.0366819360107951                  0                  0                 0                  0                  0                  0
  0.0379038477472482                  0                  0                 0                  0                  0                  0
  0.0497141436738752                  0                  0                 0                  0                  0                  0
  0.0528551736605428                  0                  0                 0                  0                  0                  0
  0.0643521970889607                  0                  0                 0                  0                  1                  0
  0.068641028372572                   0                  0                 1                  0                  0                  0
  0.0687298036291325                  0                  1                 0                  0                  0                  0
  0.0884911757394979                  0                  0                 0                  0                  0                  0
  0.0948659789543458                  0                  0                 0                  1                  0                  1
  0.0966940094456873                  0                  0                 0                  0                  0                  0
  0.1221014878733                     0                  0                 0                  0                  0                  0
  0.122416793094877                   1                  0                 0                  0                  0                  0
  0.143318774191257                   0                  0                 0                  0                  0                  0
  0.150882426050211                   0                  0                 0                  0                  0                  0
  0.150917936152835                   0                  0                 0                  0                  0                  0
  0.182855985490835                   0                  0                 0                  0                  0                  0
  0.257237550749855                   0                  0                 0                  0                  0                  0
  0.259735686469467                   0                  0                 0                  0                  0                  0
  0.340182837572845                   0                  0                 0                  0                  0                  0
  0.437633606761123                   0                  0                 0                  0                  0                  0
  0.720513298533433                   0                  0                 0                  0                  0                  0
                    
                     0.0969425801640567 0.0986825751926423 0.0989311459110117 0.099179716629381 0.0994282873477504 0.100671140939597
  0.0165893935955214                  0                  0                  0                 0                  0                 0
  0.0230993217570399                  0                  0                  0                 0                  0                 0
  0.0348354106743368                  0                  0                  0                 0                  0                 0
  0.0366819360107951                  0                  0                  0                 0                  0                 0
  0.0379038477472482                  0                  0                  0                 0                  0                 0
  0.0497141436738752                  0                  0                  0                 0                  0                 0
  0.0528551736605428                  0                  0                  0                 0                  0                 0
  0.0643521970889607                  0                  0                  0                 0                  0                 0
  0.068641028372572                   0                  0                  0                 1                  0                 0
  0.0687298036291325                  0                  0                  0                 0                  0                 0
  0.0884911757394979                  0                  0                  0                 0                  0                 0
  0.0948659789543458                  1                  1                  0                 0                  1                 1
  0.0966940094456873                  0                  0                  1                 0                  0                 0
  0.1221014878733                     0                  0                  0                 0                  0                 0
  0.122416793094877                   0                  0                  0                 0                  0                 0
  0.143318774191257                   0                  0                  0                 0                  0                 0
  0.150882426050211                   0                  0                  0                 0                  0                 0
  0.150917936152835                   0                  0                  0                 0                  0                 0
  0.182855985490835                   0                  0                  0                 0                  0                 0
  0.257237550749855                   0                  0                  0                 0                  0                 0
  0.259735686469467                   0                  0                  0                 0                  0                 0
  0.340182837572845                   0                  0                  0                 0                  0                 0
  0.437633606761123                   0                  0                  0                 0                  0                 0
  0.720513298533433                   0                  0                  0                 0                  0                 0
                    
                     0.100919711657967 0.101168282376336 0.101913994531444 0.102162565249814 0.102659706686552 0.103156848123291 0.10340541884166
  0.0165893935955214                 0                 0                 0                 0                 0                 0                0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                0
  0.068641028372572                  0                 0                 0                 0                 0                 0                0
  0.0687298036291325                 0                 0                 0                 1                 0                 0                0
  0.0884911757394979                 1                 0                 0                 0                 0                 0                0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                0
  0.0966940094456873                 0                 0                 0                 0                 0                 1                1
  0.1221014878733                    0                 1                 0                 0                 0                 0                0
  0.122416793094877                  0                 0                 1                 0                 1                 0                0
  0.143318774191257                  0                 0                 0                 0                 0                 0                0
  0.150882426050211                  0                 0                 0                 0                 0                 0                0
  0.150917936152835                  0                 0                 0                 0                 0                 0                0
  0.182855985490835                  0                 0                 0                 0                 0                 0                0
  0.257237550749855                  0                 0                 0                 0                 0                 0                0
  0.259735686469467                  0                 0                 0                 0                 0                 0                0
  0.340182837572845                  0                 0                 0                 0                 0                 0                0
  0.437633606761123                  0                 0                 0                 0                 0                 0                0
  0.720513298533433                  0                 0                 0                 0                 0                 0                0
                    
                     0.103902560278399 0.104151130996769 0.104399701715138 0.104896843151877 0.105393984588615 0.10763112105394 0.108376833209048
  0.0165893935955214                 0                 0                 0                 0                 0                0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                0                 0
  0.068641028372572                  0                 0                 0                 0                 0                0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                0                 0
  0.0884911757394979                 0                 0                 0                 1                 0                0                 0
  0.0948659789543458                 0                 0                 1                 0                 1                0                 1
  0.0966940094456873                 0                 0                 0                 0                 0                1                 0
  0.1221014878733                    0                 0                 0                 0                 0                0                 0
  0.122416793094877                  1                 1                 0                 0                 0                0                 0
  0.143318774191257                  0                 0                 0                 0                 0                0                 0
  0.150882426050211                  0                 0                 0                 0                 0                0                 0
  0.150917936152835                  0                 0                 0                 0                 0                0                 0
  0.182855985490835                  0                 0                 0                 0                 0                0                 0
  0.257237550749855                  0                 0                 0                 0                 0                0                 0
  0.259735686469467                  0                 0                 0                 0                 0                0                 0
  0.340182837572845                  0                 0                 0                 0                 0                0                 0
  0.437633606761123                  0                 0                 0                 0                 0                0                 0
  0.720513298533433                  0                 0                 0                 0                 0                0                 0
                    
                     0.110116828237634 0.110365398956003 0.110862540392742 0.111111111111111 0.112851106139697 0.113348247576435 0.113596818294805
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 1                 0                 0                 1                 1
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    1                 1                 0                 1                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 1                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.114093959731544 0.114342530449913 0.114591101168282 0.114839671886652 0.115833954760129 0.116082525478499 0.116579666915237
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 1                 0
  0.0966940094456873                 0                 1                 0                 0                 0                 0                 0
  0.1221014878733                    1                 0                 1                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 1                 1                 0                 1
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.117325379070346 0.118071091225454 0.118319661943823 0.11956251553567 0.119811086254039 0.120308227690778 0.120805369127517
  0.0165893935955214                 0                 0                 0                0                 0                 0                 1
  0.0230993217570399                 0                 0                 0                0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                0                 0                 0                 0
  0.068641028372572                  0                 0                 0                0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                0                 0                 1                 0
  0.1221014878733                    0                 1                 0                0                 0                 0                 0
  0.122416793094877                  1                 0                 1                1                 0                 0                 0
  0.143318774191257                  0                 0                 0                0                 0                 0                 0
  0.150882426050211                  0                 0                 0                0                 1                 0                 0
  0.150917936152835                  0                 0                 0                0                 0                 0                 0
  0.182855985490835                  0                 0                 0                0                 0                 0                 0
  0.257237550749855                  0                 0                 0                0                 0                 0                 0
  0.259735686469467                  0                 0                 0                0                 0                 0                 0
  0.340182837572845                  0                 0                 0                0                 0                 0                 0
  0.437633606761123                  0                 0                 0                0                 0                 0                 0
  0.720513298533433                  0                 0                 0                0                 0                 0                 0
                    
                     0.121551081282625 0.121799652000994 0.123042505592841 0.12353964702958 0.124036788466319 0.124285359184688 0.124533929903057
  0.0165893935955214                 0                 0                 0                0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                0                 0                 0                 0
  0.068641028372572                  0                 0                 0                0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                0                 0                 0                 0
  0.1221014878733                    1                 0                 0                0                 1                 0                 0
  0.122416793094877                  0                 0                 0                0                 0                 0                 0
  0.143318774191257                  0                 0                 0                0                 0                 1                 0
  0.150882426050211                  0                 1                 0                1                 0                 0                 0
  0.150917936152835                  0                 0                 1                0                 0                 0                 1
  0.182855985490835                  0                 0                 0                0                 0                 0                 0
  0.257237550749855                  0                 0                 0                0                 0                 0                 0
  0.259735686469467                  0                 0                 0                0                 0                 0                 0
  0.340182837572845                  0                 0                 0                0                 0                 0                 0
  0.437633606761123                  0                 0                 0                0                 0                 0                 0
  0.720513298533433                  0                 0                 0                0                 0                 0                 0
                    
                     0.125279642058166 0.126025354213274 0.126771066368382 0.127019637086751 0.127268207805121 0.12751677852349 0.127765349241859
  0.0165893935955214                 0                 0                 0                 0                 0                0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                0                 0
  0.068641028372572                  0                 0                 0                 0                 0                0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                0                 0
  0.0948659789543458                 1                 0                 1                 0                 0                0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                0                 0
  0.1221014878733                    0                 0                 0                 0                 0                0                 0
  0.122416793094877                  0                 1                 0                 0                 0                1                 1
  0.143318774191257                  0                 0                 0                 0                 0                0                 0
  0.150882426050211                  0                 0                 0                 1                 0                0                 0
  0.150917936152835                  0                 0                 0                 0                 1                0                 0
  0.182855985490835                  0                 0                 0                 0                 0                0                 0
  0.257237550749855                  0                 0                 0                 0                 0                0                 0
  0.259735686469467                  0                 0                 0                 0                 0                0                 0
  0.340182837572845                  0                 0                 0                 0                 0                0                 0
  0.437633606761123                  0                 0                 0                 0                 0                0                 0
  0.720513298533433                  0                 0                 0                 0                 0                0                 0
                    
                     0.128262490678598 0.128511061396967 0.128759632115337 0.129008202833706 0.129256773552076 0.129753914988814 0.130002485707184
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 1                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 1                 1                 0                 0                 0
  0.122416793094877                  1                 1                 0                 0                 0                 0                 1
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 1                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.130499627143922 0.131245339299031 0.1314939100174 0.131742480735769 0.132488192890877 0.134476758637832 0.134725329356202
  0.0165893935955214                 0                 0               0                 0                 0                 0                 0
  0.0230993217570399                 0                 0               0                 0                 0                 0                 0
  0.0348354106743368                 0                 0               0                 0                 0                 0                 0
  0.0366819360107951                 0                 0               0                 0                 0                 0                 0
  0.0379038477472482                 0                 0               0                 0                 0                 0                 0
  0.0497141436738752                 0                 0               0                 0                 0                 0                 0
  0.0528551736605428                 0                 0               0                 0                 0                 0                 0
  0.0643521970889607                 0                 0               0                 0                 0                 0                 0
  0.068641028372572                  0                 0               0                 0                 0                 0                 0
  0.0687298036291325                 0                 0               0                 0                 0                 0                 0
  0.0884911757394979                 0                 0               0                 0                 0                 0                 0
  0.0948659789543458                 0                 1               1                 0                 1                 0                 0
  0.0966940094456873                 0                 0               0                 0                 0                 0                 0
  0.1221014878733                    0                 0               0                 1                 0                 0                 0
  0.122416793094877                  1                 0               0                 0                 0                 1                 0
  0.143318774191257                  0                 0               0                 0                 0                 0                 1
  0.150882426050211                  0                 0               0                 0                 0                 0                 0
  0.150917936152835                  0                 0               0                 0                 0                 0                 0
  0.182855985490835                  0                 0               0                 0                 0                 0                 0
  0.257237550749855                  0                 0               0                 0                 0                 0                 0
  0.259735686469467                  0                 0               0                 0                 0                 0                 0
  0.340182837572845                  0                 0               0                 0                 0                 0                 0
  0.437633606761123                  0                 0               0                 0                 0                 0                 0
  0.720513298533433                  0                 0               0                 0                 0                 0                 0
                    
                     0.135719612229679 0.136465324384787 0.136713895103157 0.137211036539896 0.142431021625652 0.144419587372608 0.144668158090977
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 1                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 1                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    1                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 1                 0                 0
  0.143318774191257                  0                 0                 0                 1                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 1
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 1                 0                 0                 0                 0
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.146905294556301 0.147651006711409 0.148645289584887 0.150136713895103 0.151628138205319 0.154859557544121 0.155605269699229
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 1                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  1                 0                 1                 1                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 1                 1                 1
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.155853840417599 0.159085259756401 0.159582401193139 0.161322396221725 0.161570966940094 0.163559532687049 0.166790952025851
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 1                 0                 0                 0                 0                 0
  0.122416793094877                  1                 0                 0                 0                 0                 1                 0
  0.143318774191257                  0                 0                 0                 1                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 1                 0                 1                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 1
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.167039522744221 0.167785234899329 0.169276659209545 0.169525229927914 0.1712652249565 0.171513795674869 0.172508078548347
  0.0165893935955214                 0                 0                 0                 0               0                 0                 0
  0.0230993217570399                 0                 0                 0                 0               0                 0                 0
  0.0348354106743368                 0                 0                 0                 0               0                 0                 0
  0.0366819360107951                 0                 0                 0                 0               0                 0                 0
  0.0379038477472482                 0                 0                 0                 0               0                 0                 0
  0.0497141436738752                 0                 0                 0                 0               0                 0                 0
  0.0528551736605428                 0                 0                 0                 0               0                 0                 0
  0.0643521970889607                 0                 0                 0                 0               0                 0                 0
  0.068641028372572                  0                 0                 0                 0               0                 0                 0
  0.0687298036291325                 0                 0                 0                 0               0                 0                 0
  0.0884911757394979                 0                 0                 0                 0               0                 0                 0
  0.0948659789543458                 0                 0                 0                 0               0                 0                 0
  0.0966940094456873                 0                 0                 0                 0               0                 0                 0
  0.1221014878733                    0                 0                 0                 0               0                 0                 0
  0.122416793094877                  0                 0                 0                 0               1                 0                 0
  0.143318774191257                  0                 0                 0                 0               0                 0                 0
  0.150882426050211                  0                 0                 0                 0               0                 0                 0
  0.150917936152835                  0                 0                 0                 0               0                 0                 0
  0.182855985490835                  1                 1                 1                 1               0                 1                 1
  0.257237550749855                  0                 0                 0                 0               0                 0                 0
  0.259735686469467                  0                 0                 0                 0               0                 0                 0
  0.340182837572845                  0                 0                 0                 0               0                 0                 0
  0.437633606761123                  0                 0                 0                 0               0                 0                 0
  0.720513298533433                  0                 0                 0                 0               0                 0                 0
                    
                     0.172756649266716 0.17549092716878 0.176982351478996 0.17946805866269 0.180462341536167 0.181208053691275 0.182202336564753
  0.0165893935955214                 0                0                 0                0                 0                 0                 0
  0.0230993217570399                 0                0                 0                0                 0                 0                 0
  0.0348354106743368                 0                0                 0                0                 0                 0                 0
  0.0366819360107951                 0                0                 0                0                 0                 0                 0
  0.0379038477472482                 0                0                 0                0                 0                 0                 0
  0.0497141436738752                 0                0                 0                0                 0                 0                 0
  0.0528551736605428                 0                0                 0                0                 0                 0                 0
  0.0643521970889607                 0                0                 0                0                 0                 0                 0
  0.068641028372572                  0                0                 0                0                 0                 0                 0
  0.0687298036291325                 0                0                 0                0                 0                 0                 0
  0.0884911757394979                 0                0                 0                0                 0                 0                 0
  0.0948659789543458                 0                0                 0                0                 0                 0                 0
  0.0966940094456873                 0                0                 0                0                 0                 0                 0
  0.1221014878733                    0                0                 0                0                 0                 0                 0
  0.122416793094877                  0                0                 0                0                 0                 0                 0
  0.143318774191257                  0                0                 0                0                 0                 0                 0
  0.150882426050211                  0                0                 0                0                 0                 0                 0
  0.150917936152835                  0                1                 0                0                 0                 0                 0
  0.182855985490835                  1                0                 1                1                 0                 1                 1
  0.257237550749855                  0                0                 0                0                 0                 0                 0
  0.259735686469467                  0                0                 0                0                 1                 0                 0
  0.340182837572845                  0                0                 0                0                 0                 0                 0
  0.437633606761123                  0                0                 0                0                 0                 0                 0
  0.720513298533433                  0                0                 0                0                 0                 0                 0
                    
                     0.182948048719861 0.184936614466816 0.188168033805618 0.188665175242356 0.190902311707681 0.191648023862789 0.194630872483221
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 1                 0                 0                 0                 0                 0
  0.182855985490835                  1                 0                 1                 1                 1                 1                 1
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.199850857568978 0.200099428287348 0.200845140442456 0.209047974148645 0.210787969177231 0.223962217250808 0.225702212279393
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 1
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  1                 0                 0                 1                 0                 1                 0
  0.257237550749855                  0                 0                 1                 0                 1                 0                 0
  0.259735686469467                  0                 1                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.23092219736515 0.231419338801889 0.235645041014169 0.236390753169277 0.242356450410142 0.243847874720358 0.245090728312205
  0.0165893935955214                0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                0                 0                 0                 0                 0                 0                 0
  0.068641028372572                 0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                0                 0                 0                 0                 0                 0                 0
  0.1221014878733                   0                 0                 0                 0                 0                 0                 0
  0.122416793094877                 0                 0                 0                 0                 0                 0                 0
  0.143318774191257                 0                 0                 0                 0                 0                 0                 0
  0.150882426050211                 0                 0                 0                 0                 0                 0                 0
  0.150917936152835                 0                 0                 0                 0                 0                 0                 0
  0.182855985490835                 1                 0                 0                 0                 0                 0                 0
  0.257237550749855                 0                 1                 0                 1                 1                 0                 1
  0.259735686469467                 0                 0                 1                 0                 0                 1                 0
  0.340182837572845                 0                 0                 0                 0                 0                 0                 0
  0.437633606761123                 0                 0                 0                 0                 0                 0                 0
  0.720513298533433                 0                 0                 0                 0                 0                 0                 0
                    
                     0.245339299030574 0.253542132736764 0.258762117822521 0.260502112851106 0.261993537161322 0.262490678598061 0.265473527218494
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 1                 0                 0                 0
  0.257237550749855                  1                 1                 1                 0                 1                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 1                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 1
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.267462092965449 0.267959234402187 0.271936365896097 0.273676360924683 0.277653492418593 0.281382053194134 0.286104896843152
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0
  0.257237550749855                  0                 0                 0                 1                 1                 0                 0
  0.259735686469467                  1                 1                 1                 0                 0                 1                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 1
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.289584886900323 0.295302013422819 0.297539149888143 0.301516281382053 0.303256276410639 0.304747700720855 0.316181953765846
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  1                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0
  0.257237550749855                  0                 1                 0                 1                 0                 0                 0
  0.259735686469467                  0                 0                 1                 0                 1                 1                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 1
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.323887646035297 0.325379070345513 0.334327616206811 0.335570469798658 0.348496147153865 0.356450410141685 0.363658960974397
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0
  0.257237550749855                  1                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 1                 0                 1                 0                 1                 0
  0.437633606761123                  0                 0                 1                 0                 1                 0                 1
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
                     0.36664180959483 0.372110365398956 0.380561769823515 0.401193139448173 0.406910265970669 0.429281630623912 0.456127268207805
  0.0165893935955214                0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                0                 0                 0                 0                 0                 0                 0
  0.068641028372572                 0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                0                 0                 0                 0                 0                 0                 0
  0.1221014878733                   0                 0                 0                 0                 0                 0                 0
  0.122416793094877                 0                 0                 0                 0                 0                 0                 0
  0.143318774191257                 0                 0                 0                 0                 0                 0                 0
  0.150882426050211                 0                 0                 0                 0                 0                 0                 0
  0.150917936152835                 0                 0                 0                 0                 0                 0                 0
  0.182855985490835                 0                 0                 0                 0                 0                 0                 0
  0.257237550749855                 0                 0                 0                 0                 0                 0                 0
  0.259735686469467                 0                 0                 0                 0                 0                 0                 0
  0.340182837572845                 1                 0                 1                 0                 0                 1                 0
  0.437633606761123                 0                 1                 0                 1                 1                 0                 1
  0.720513298533433                 0                 0                 0                 0                 0                 0                 0
                    
                     0.531692766592095 0.542132736763609 0.546607009694258 0.581904051702709 0.615212527964206 0.711160825254785 0.72110365398956
  0.0165893935955214                 0                 0                 0                 0                 0                 0                0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                0
  0.068641028372572                  0                 0                 0                 0                 0                 0                0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                0
  0.1221014878733                    0                 0                 0                 0                 0                 0                0
  0.122416793094877                  0                 0                 0                 0                 0                 0                0
  0.143318774191257                  0                 0                 0                 0                 0                 0                0
  0.150882426050211                  0                 0                 0                 0                 0                 0                0
  0.150917936152835                  0                 0                 0                 0                 0                 0                0
  0.182855985490835                  0                 0                 0                 0                 0                 0                0
  0.257237550749855                  0                 0                 0                 0                 0                 0                0
  0.259735686469467                  0                 0                 0                 0                 0                 0                0
  0.340182837572845                  0                 0                 0                 0                 0                 0                0
  0.437633606761123                  1                 0                 1                 0                 1                 0                0
  0.720513298533433                  0                 1                 0                 1                 0                 1                1
                    
                     0.745712155108128 0.751926423067363 0.820034799900572 0.890131742480736
  0.0165893935955214                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0
  0.150917936152835                  0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0
  0.257237550749855                  0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0
  0.720513298533433                  1                 1                 1                 1
print(dataset_ctree)

     Conditional inference tree with 24 terminal nodes

Response:  Global_Sales 
Inputs:  NA_Sales, EU_Sales, Other_Sales, Genre, Platform 
Number of observations:  442 

1) NA_Sales <= 0.1712517; criterion = 1, statistic = 383.041
  2) NA_Sales <= 0.08184319; criterion = 1, statistic = 276.504
    3) EU_Sales <= 0.05590062; criterion = 1, statistic = 175.897
      4) NA_Sales <= 0.03782669; criterion = 1, statistic = 93.97
        5) NA_Sales <= 0.0147868; criterion = 1, statistic = 51.107
          6) Other_Sales <= 0.01135289; criterion = 0.956, statistic = 27.043
            7)*  weights = 69 
          6) Other_Sales > 0.01135289
            8)*  weights = 7 
        5) NA_Sales > 0.0147868
          9) Genre == {7, 9}; criterion = 0.986, statistic = 34.32
            10)*  weights = 9 
          9) Genre == {1, 2, 3, 4, 5, 6, 8, 10, 11, 12}
            11) NA_Sales <= 0.01994498; criterion = 0.992, statistic = 24.332
              12) EU_Sales <= 0.0302795; criterion = 0.988, statistic = 13.956
                13)*  weights = 14 
              12) EU_Sales > 0.0302795
                14)*  weights = 7 
            11) NA_Sales > 0.01994498
              15)*  weights = 39 
      4) NA_Sales > 0.03782669
        16) Other_Sales <= 0.02838221; criterion = 1, statistic = 22.633
          17) NA_Sales <= 0.05502063; criterion = 1, statistic = 18.191
            18)*  weights = 22 
          17) NA_Sales > 0.05502063
            19)*  weights = 20 
        16) Other_Sales > 0.02838221
          20)*  weights = 7 
    3) EU_Sales > 0.05590062
      21) EU_Sales <= 0.1389752; criterion = 1, statistic = 47.989
        22) NA_Sales <= 0.05089409; criterion = 1, statistic = 43.258
          23) NA_Sales <= 0.02200825; criterion = 0.968, statistic = 20.381
            24)*  weights = 11 
          23) NA_Sales > 0.02200825
            25)*  weights = 35 
        22) NA_Sales > 0.05089409
          26)*  weights = 48 
      21) EU_Sales > 0.1389752
        27)*  weights = 29 
  2) NA_Sales > 0.08184319
    28) EU_Sales <= 0.2274845; criterion = 1, statistic = 46.663
      29) EU_Sales <= 0.1304348; criterion = 1, statistic = 18.929
        30) Other_Sales <= 0.04351939; criterion = 1, statistic = 20.056
          31) EU_Sales <= 0.07065217; criterion = 0.993, statistic = 18.974
            32)*  weights = 9 
          31) EU_Sales > 0.07065217
            33) NA_Sales <= 0.105227; criterion = 0.954, statistic = 14.657
              34)*  weights = 14 
            33) NA_Sales > 0.105227
              35)*  weights = 7 
        30) Other_Sales > 0.04351939
          36)*  weights = 7 
      29) EU_Sales > 0.1304348
        37) NA_Sales <= 0.09628611; criterion = 0.995, statistic = 22.938
          38)*  weights = 7 
        37) NA_Sales > 0.09628611
          39)*  weights = 27 
    28) EU_Sales > 0.2274845
      40)*  weights = 12 
1) NA_Sales > 0.1712517
  41) NA_Sales <= 0.3311554; criterion = 1, statistic = 28.488
    42) EU_Sales <= 0.3501553; criterion = 1, statistic = 26.591
      43) EU_Sales <= 0.2414596; criterion = 0.995, statistic = 12.511
        44)*  weights = 15 
      43) EU_Sales > 0.2414596
        45)*  weights = 9 
    42) EU_Sales > 0.3501553
      46)*  weights = 10 
  41) NA_Sales > 0.3311554
    47)*  weights = 8 
plot(dataset_ctree,type="simple")

plot(dataset_ctree)

 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
                    
testPred             0.000497141436738752 0.00323141933880189 0.00347999005717126 0.00422570221227939 0.00447427293064877 0.00546855580412627
  0.0165893935955214                    1                   1                   1                   1                   1                   1
  0.0230993217570399                    0                   0                   0                   0                   0                   0
  0.0348354106743368                    0                   0                   0                   0                   0                   0
  0.0366819360107951                    0                   0                   0                   0                   0                   0
  0.0379038477472482                    0                   0                   0                   0                   0                   0
  0.0497141436738752                    0                   0                   0                   0                   0                   0
  0.0528551736605428                    0                   0                   0                   0                   0                   0
  0.0643521970889607                    0                   0                   0                   0                   0                   0
  0.068641028372572                     0                   0                   0                   0                   0                   0
  0.0687298036291325                    0                   0                   0                   0                   0                   0
  0.0884911757394979                    0                   0                   0                   0                   0                   0
  0.0948659789543458                    0                   0                   0                   0                   0                   0
  0.0966940094456873                    0                   0                   0                   0                   0                   0
  0.1221014878733                       0                   0                   0                   0                   0                   0
  0.122416793094877                     0                   0                   0                   0                   0                   0
  0.143318774191257                     0                   0                   0                   0                   0                   0
  0.150882426050211                     0                   0                   0                   0                   0                   0
  0.150917936152835                     0                   0                   0                   0                   0                   0
  0.182855985490835                     0                   0                   0                   0                   0                   0
  0.257237550749855                     0                   0                   0                   0                   0                   0
  0.259735686469467                     0                   0                   0                   0                   0                   0
  0.340182837572845                     0                   0                   0                   0                   0                   0
  0.437633606761123                     0                   0                   0                   0                   0                   0
  0.720513298533433                     0                   0                   0                   0                   0                   0
                    
testPred             0.0062142679592344 0.00745712155108128 0.00770569226945066 0.00820283370618941 0.0114342530449913 0.0134228187919463
  0.0165893935955214                  1                   1                   1                   1                  0                  1
  0.0230993217570399                  0                   0                   0                   0                  0                  0
  0.0348354106743368                  0                   0                   0                   0                  1                  0
  0.0366819360107951                  0                   0                   0                   0                  0                  0
  0.0379038477472482                  0                   0                   0                   0                  0                  0
  0.0497141436738752                  0                   0                   0                   0                  0                  0
  0.0528551736605428                  0                   0                   0                   0                  0                  0
  0.0643521970889607                  0                   0                   0                   0                  0                  0
  0.068641028372572                   0                   0                   0                   0                  0                  0
  0.0687298036291325                  0                   0                   0                   0                  0                  0
  0.0884911757394979                  0                   0                   0                   0                  0                  0
  0.0948659789543458                  0                   0                   0                   0                  0                  0
  0.0966940094456873                  0                   0                   0                   0                  0                  0
  0.1221014878733                     0                   0                   0                   0                  0                  0
  0.122416793094877                   0                   0                   0                   0                  0                  0
  0.143318774191257                   0                   0                   0                   0                  0                  0
  0.150882426050211                   0                   0                   0                   0                  0                  0
  0.150917936152835                   0                   0                   0                   0                  0                  0
  0.182855985490835                   0                   0                   0                   0                  0                  0
  0.257237550749855                   0                   0                   0                   0                  0                  0
  0.259735686469467                   0                   0                   0                   0                  0                  0
  0.340182837572845                   0                   0                   0                   0                  0                  0
  0.437633606761123                   0                   0                   0                   0                  0                  0
  0.720513298533433                   0                   0                   0                   0                  0                  0
                    
testPred             0.0136713895103157 0.0139199602286851 0.0146656723837932 0.0154113845389013 0.0161570966940094 0.0164056674123788
  0.0165893935955214                  1                  1                  1                  1                  1                  1
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.0169028088491176 0.0181456624409645 0.0186428038777032 0.0196370867511807 0.0201342281879195 0.021128511061397
  0.0165893935955214                  1                  1                  0                  0                  0                 1
  0.0230993217570399                  0                  0                  1                  0                  1                 0
  0.0348354106743368                  0                  0                  0                  0                  0                 0
  0.0366819360107951                  0                  0                  0                  0                  0                 0
  0.0379038477472482                  0                  0                  0                  1                  0                 0
  0.0497141436738752                  0                  0                  0                  0                  0                 0
  0.0528551736605428                  0                  0                  0                  0                  0                 0
  0.0643521970889607                  0                  0                  0                  0                  0                 0
  0.068641028372572                   0                  0                  0                  0                  0                 0
  0.0687298036291325                  0                  0                  0                  0                  0                 0
  0.0884911757394979                  0                  0                  0                  0                  0                 0
  0.0948659789543458                  0                  0                  0                  0                  0                 0
  0.0966940094456873                  0                  0                  0                  0                  0                 0
  0.1221014878733                     0                  0                  0                  0                  0                 0
  0.122416793094877                   0                  0                  0                  0                  0                 0
  0.143318774191257                   0                  0                  0                  0                  0                 0
  0.150882426050211                   0                  0                  0                  0                  0                 0
  0.150917936152835                   0                  0                  0                  0                  0                 0
  0.182855985490835                   0                  0                  0                  0                  0                 0
  0.257237550749855                   0                  0                  0                  0                  0                 0
  0.259735686469467                   0                  0                  0                  0                  0                 0
  0.340182837572845                   0                  0                  0                  0                  0                 0
  0.437633606761123                   0                  0                  0                  0                  0                 0
  0.720513298533433                   0                  0                  0                  0                  0                 0
                    
testPred             0.0218742232165051 0.0223713646532438 0.0228685060899826 0.0236142182450907 0.0253542132736764 0.0256027839920457
  0.0165893935955214                  0                  0                  0                  1                  0                  1
  0.0230993217570399                  0                  1                  1                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  1                  0                  0                  0                  1                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.0268456375838926 0.0280884911757395 0.0283370618941089 0.0285856326124782 0.0315684812329108 0.0328113348247576
  0.0165893935955214                  0                  0                  0                  0                  1                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  1                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  1                  0                  0                  0                  1
  0.0497141436738752                  0                  0                  1                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  1                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.033059905543127 0.0340541884166045 0.0343027591349739 0.0347999005717126 0.0352970420084514 0.0355456127268208
  0.0165893935955214                 0                  0                  0                  0                  0                  0
  0.0230993217570399                 0                  0                  0                  0                  0                  0
  0.0348354106743368                 0                  0                  0                  0                  0                  0
  0.0366819360107951                 0                  0                  1                  0                  0                  0
  0.0379038477472482                 1                  0                  0                  1                  1                  1
  0.0497141436738752                 0                  0                  0                  0                  0                  0
  0.0528551736605428                 0                  0                  0                  0                  0                  0
  0.0643521970889607                 0                  1                  0                  0                  0                  0
  0.068641028372572                  0                  0                  0                  0                  0                  0
  0.0687298036291325                 0                  0                  0                  0                  0                  0
  0.0884911757394979                 0                  0                  0                  0                  0                  0
  0.0948659789543458                 0                  0                  0                  0                  0                  0
  0.0966940094456873                 0                  0                  0                  0                  0                  0
  0.1221014878733                    0                  0                  0                  0                  0                  0
  0.122416793094877                  0                  0                  0                  0                  0                  0
  0.143318774191257                  0                  0                  0                  0                  0                  0
  0.150882426050211                  0                  0                  0                  0                  0                  0
  0.150917936152835                  0                  0                  0                  0                  0                  0
  0.182855985490835                  0                  0                  0                  0                  0                  0
  0.257237550749855                  0                  0                  0                  0                  0                  0
  0.259735686469467                  0                  0                  0                  0                  0                  0
  0.340182837572845                  0                  0                  0                  0                  0                  0
  0.437633606761123                  0                  0                  0                  0                  0                  0
  0.720513298533433                  0                  0                  0                  0                  0                  0
                    
testPred             0.0382798906288839 0.0395227442207308 0.0420084514044246 0.0430027342779021 0.0432513049962714 0.0449913000248571
  0.0165893935955214                  0                  1                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  1                  0                  1                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  1
  0.0643521970889607                  0                  0                  0                  1                  1                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.0472284364901814 0.0474770072085508 0.0477255779269202 0.0479741486452896 0.048222719363659 0.052199850857569
  0.0165893935955214                  0                  0                  0                  0                 0                 0
  0.0230993217570399                  0                  0                  0                  0                 0                 0
  0.0348354106743368                  0                  0                  0                  0                 0                 0
  0.0366819360107951                  0                  0                  0                  0                 0                 0
  0.0379038477472482                  0                  0                  0                  0                 0                 1
  0.0497141436738752                  0                  0                  0                  0                 0                 0
  0.0528551736605428                  1                  0                  0                  1                 0                 0
  0.0643521970889607                  0                  0                  1                  0                 0                 0
  0.068641028372572                   0                  1                  0                  0                 0                 0
  0.0687298036291325                  0                  0                  0                  0                 1                 0
  0.0884911757394979                  0                  0                  0                  0                 0                 0
  0.0948659789543458                  0                  0                  0                  0                 0                 0
  0.0966940094456873                  0                  0                  0                  0                 0                 0
  0.1221014878733                     0                  0                  0                  0                 0                 0
  0.122416793094877                   0                  0                  0                  0                 0                 0
  0.143318774191257                   0                  0                  0                  0                 0                 0
  0.150882426050211                   0                  0                  0                  0                 0                 0
  0.150917936152835                   0                  0                  0                  0                 0                 0
  0.182855985490835                   0                  0                  0                  0                 0                 0
  0.257237550749855                   0                  0                  0                  0                 0                 0
  0.259735686469467                   0                  0                  0                  0                 0                 0
  0.340182837572845                   0                  0                  0                  0                 0                 0
  0.437633606761123                   0                  0                  0                  0                 0                 0
  0.720513298533433                   0                  0                  0                  0                 0                 0
                    
testPred             0.0524484215759384 0.054188416604524 0.0546855580412627 0.0549341287596321 0.056176982351479 0.0584141188168034
  0.0165893935955214                  0                 0                  0                  0                 0                  0
  0.0230993217570399                  0                 0                  0                  0                 0                  0
  0.0348354106743368                  0                 0                  0                  0                 0                  0
  0.0366819360107951                  0                 0                  0                  0                 0                  0
  0.0379038477472482                  0                 0                  0                  0                 0                  1
  0.0497141436738752                  0                 0                  0                  0                 0                  0
  0.0528551736605428                  0                 0                  1                  1                 1                  0
  0.0643521970889607                  0                 0                  0                  0                 0                  0
  0.068641028372572                   1                 1                  0                  0                 0                  0
  0.0687298036291325                  0                 0                  0                  0                 0                  0
  0.0884911757394979                  0                 0                  0                  0                 0                  0
  0.0948659789543458                  0                 0                  0                  0                 0                  0
  0.0966940094456873                  0                 0                  0                  0                 0                  0
  0.1221014878733                     0                 0                  0                  0                 0                  0
  0.122416793094877                   0                 0                  0                  0                 0                  0
  0.143318774191257                   0                 0                  0                  0                 0                  0
  0.150882426050211                   0                 0                  0                  0                 0                  0
  0.150917936152835                   0                 0                  0                  0                 0                  0
  0.182855985490835                   0                 0                  0                  0                 0                  0
  0.257237550749855                   0                 0                  0                  0                 0                  0
  0.259735686469467                   0                 0                  0                  0                 0                  0
  0.340182837572845                   0                 0                  0                  0                 0                  0
  0.437633606761123                   0                 0                  0                  0                 0                  0
  0.720513298533433                   0                 0                  0                  0                 0                  0
                    
testPred             0.0589112602535421 0.0591598309719115 0.0596569724086503 0.0626398210290828 0.0633855331841909 0.0651255282127765
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   1                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  1                  1                  1                  1                  1
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.0658712403678847 0.0666169525229928 0.0673626646781009 0.0686055182699478 0.0700969425801641 0.0705940840169028
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  1                  1                  0
  0.0687298036291325                  1                  1                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  1
  0.0948659789543458                  0                  0                  1                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.0710912254536416 0.0730797912005966 0.0743226447924435 0.0750683569475516 0.0753169276659209 0.0755654983842903
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  1                  0                  0                  1                  0
  0.0884911757394979                  0                  0                  1                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  1                  0                  1
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   1                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.0763112105393985 0.0778026348496147 0.0785483470047228 0.0795426298782003 0.0797912005965697 0.0802883420333085
  0.0165893935955214                  0                  0                  0                  0                  1                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  1                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  1
  0.0687298036291325                  0                  0                  1                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  1                  0                  0
  0.0966940094456873                  1                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.081282624906786 0.0842654735272185 0.085259756400696 0.0855083271190654 0.0862540392741735 0.0869997514292816
  0.0165893935955214                 0                  0                 0                  0                  0                  0
  0.0230993217570399                 0                  0                 0                  0                  0                  0
  0.0348354106743368                 0                  0                 0                  0                  0                  0
  0.0366819360107951                 0                  0                 0                  0                  0                  0
  0.0379038477472482                 0                  0                 0                  0                  0                  0
  0.0497141436738752                 0                  0                 0                  0                  0                  0
  0.0528551736605428                 0                  0                 0                  0                  0                  0
  0.0643521970889607                 0                  0                 0                  0                  0                  0
  0.068641028372572                  0                  0                 0                  1                  0                  0
  0.0687298036291325                 0                  0                 0                  0                  0                  0
  0.0884911757394979                 0                  0                 0                  0                  0                  0
  0.0948659789543458                 1                  0                 0                  0                  1                  1
  0.0966940094456873                 0                  0                 1                  0                  0                  0
  0.1221014878733                    0                  0                 0                  0                  0                  0
  0.122416793094877                  0                  1                 0                  0                  0                  0
  0.143318774191257                  0                  0                 0                  0                  0                  0
  0.150882426050211                  0                  0                 0                  0                  0                  0
  0.150917936152835                  0                  0                 0                  0                  0                  0
  0.182855985490835                  0                  0                 0                  0                  0                  0
  0.257237550749855                  0                  0                 0                  0                  0                  0
  0.259735686469467                  0                  0                 0                  0                  0                  0
  0.340182837572845                  0                  0                 0                  0                  0                  0
  0.437633606761123                  0                  0                 0                  0                  0                  0
  0.720513298533433                  0                  0                 0                  0                  0                  0
                    
testPred             0.0874968928660204 0.0897340293313448 0.0904797414864529 0.0907283122048223 0.0909768829231916 0.0914740243599304
  0.0165893935955214                  0                  0                  0                  0                  1                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   0                  0                  0                  0                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  1                  1                  1                  0                  1
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   1                  0                  0                  0                  0                  0
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  0                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.0922197365150385 0.0924683072334079 0.0934625901068854 0.0944568729803629 0.0954511558538404 0.0959482972905792
  0.0165893935955214                  0                  0                  0                  0                  0                  0
  0.0230993217570399                  0                  0                  0                  0                  0                  0
  0.0348354106743368                  0                  0                  0                  0                  0                  0
  0.0366819360107951                  0                  0                  0                  0                  0                  0
  0.0379038477472482                  0                  0                  0                  0                  0                  0
  0.0497141436738752                  0                  0                  0                  0                  0                  0
  0.0528551736605428                  0                  0                  0                  0                  0                  0
  0.0643521970889607                  0                  0                  0                  0                  0                  0
  0.068641028372572                   1                  0                  1                  1                  0                  0
  0.0687298036291325                  0                  0                  0                  0                  0                  0
  0.0884911757394979                  0                  0                  0                  0                  0                  0
  0.0948659789543458                  0                  0                  0                  0                  0                  0
  0.0966940094456873                  0                  0                  0                  0                  0                  0
  0.1221014878733                     0                  0                  0                  0                  0                  0
  0.122416793094877                   0                  1                  0                  0                  0                  1
  0.143318774191257                   0                  0                  0                  0                  0                  0
  0.150882426050211                   0                  0                  0                  0                  1                  0
  0.150917936152835                   0                  0                  0                  0                  0                  0
  0.182855985490835                   0                  0                  0                  0                  0                  0
  0.257237550749855                   0                  0                  0                  0                  0                  0
  0.259735686469467                   0                  0                  0                  0                  0                  0
  0.340182837572845                   0                  0                  0                  0                  0                  0
  0.437633606761123                   0                  0                  0                  0                  0                  0
  0.720513298533433                   0                  0                  0                  0                  0                  0
                    
testPred             0.097191150882426 0.0996768580661198 0.0999254287844892 0.100422570221228 0.101416853094705 0.101665423813075 0.104648272433507
  0.0165893935955214                 0                  0                  0                 0                 0                 0                 0
  0.0230993217570399                 0                  0                  0                 0                 0                 0                 0
  0.0348354106743368                 0                  0                  0                 0                 0                 0                 0
  0.0366819360107951                 0                  0                  0                 0                 0                 0                 0
  0.0379038477472482                 0                  0                  0                 0                 0                 0                 0
  0.0497141436738752                 0                  0                  0                 0                 0                 0                 0
  0.0528551736605428                 0                  0                  0                 0                 0                 0                 0
  0.0643521970889607                 0                  0                  0                 0                 0                 0                 0
  0.068641028372572                  0                  0                  0                 0                 0                 0                 0
  0.0687298036291325                 0                  0                  0                 0                 0                 0                 0
  0.0884911757394979                 0                  0                  0                 0                 0                 0                 0
  0.0948659789543458                 0                  0                  0                 1                 0                 1                 0
  0.0966940094456873                 0                  0                  1                 0                 0                 0                 0
  0.1221014878733                    0                  0                  0                 0                 1                 0                 0
  0.122416793094877                  1                  1                  0                 0                 0                 0                 0
  0.143318774191257                  0                  0                  0                 0                 0                 0                 0
  0.150882426050211                  0                  0                  0                 0                 0                 0                 1
  0.150917936152835                  0                  0                  0                 0                 0                 0                 0
  0.182855985490835                  0                  0                  0                 0                 0                 0                 0
  0.257237550749855                  0                  0                  0                 0                 0                 0                 0
  0.259735686469467                  0                  0                  0                 0                 0                 0                 0
  0.340182837572845                  0                  0                  0                 0                 0                 0                 0
  0.437633606761123                  0                  0                  0                 0                 0                 0                 0
  0.720513298533433                  0                  0                  0                 0                 0                 0                 0
                    
testPred             0.105145413870246 0.105642555306985 0.106885408898832 0.10738255033557 0.107879691772309 0.108625403927417 0.108873974645787
  0.0165893935955214                 0                 0                 0                0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                0                 0                 0                 0
  0.068641028372572                  0                 0                 0                0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                1                 0                 1                 0
  0.0884911757394979                 0                 0                 0                0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                0                 1                 0                 0
  0.0966940094456873                 0                 0                 0                0                 0                 0                 0
  0.1221014878733                    0                 1                 1                0                 0                 0                 1
  0.122416793094877                  1                 0                 0                0                 0                 0                 0
  0.143318774191257                  0                 0                 0                0                 0                 0                 0
  0.150882426050211                  0                 0                 0                0                 0                 0                 0
  0.150917936152835                  0                 0                 0                0                 0                 0                 0
  0.182855985490835                  0                 0                 0                0                 0                 0                 0
  0.257237550749855                  0                 0                 0                0                 0                 0                 0
  0.259735686469467                  0                 0                 0                0                 0                 0                 0
  0.340182837572845                  0                 0                 0                0                 0                 0                 0
  0.437633606761123                  0                 0                 0                0                 0                 0                 0
  0.720513298533433                  0                 0                 0                0                 0                 0                 0
                    
testPred             0.109371116082525 0.109619686800895 0.11135968182948 0.11160825254785 0.112353964702958 0.115088242605021 0.118816803380562
  0.0165893935955214                 0                 0                0                0                 0                 0                 0
  0.0230993217570399                 0                 0                0                0                 0                 0                 0
  0.0348354106743368                 0                 0                0                0                 0                 0                 0
  0.0366819360107951                 0                 0                0                0                 0                 0                 0
  0.0379038477472482                 0                 0                0                0                 0                 0                 0
  0.0497141436738752                 0                 0                0                0                 0                 0                 0
  0.0528551736605428                 0                 0                0                0                 0                 0                 0
  0.0643521970889607                 0                 0                0                0                 0                 0                 0
  0.068641028372572                  0                 0                0                0                 0                 0                 0
  0.0687298036291325                 0                 0                0                0                 0                 0                 0
  0.0884911757394979                 0                 0                0                0                 0                 0                 0
  0.0948659789543458                 0                 0                0                0                 0                 0                 0
  0.0966940094456873                 0                 0                0                1                 1                 0                 0
  0.1221014878733                    1                 1                0                0                 0                 0                 1
  0.122416793094877                  0                 0                0                0                 0                 1                 0
  0.143318774191257                  0                 0                0                0                 0                 0                 0
  0.150882426050211                  0                 0                1                0                 0                 0                 0
  0.150917936152835                  0                 0                0                0                 0                 0                 0
  0.182855985490835                  0                 0                0                0                 0                 0                 0
  0.257237550749855                  0                 0                0                0                 0                 0                 0
  0.259735686469467                  0                 0                0                0                 0                 0                 0
  0.340182837572845                  0                 0                0                0                 0                 0                 0
  0.437633606761123                  0                 0                0                0                 0                 0                 0
  0.720513298533433                  0                 0                0                0                 0                 0                 0
                    
testPred             0.120059656972409 0.121053939845886 0.122545364156102 0.125776783494904 0.130748197862292 0.132985334327616 0.135222470792941
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 1                 0                 0                 1                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 1                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  1                 0                 0                 0                 1                 0                 0
  0.150917936152835                  0                 0                 0                 1                 0                 0                 1
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.13547104151131 0.136216753666418 0.137708177976634 0.138205319413373 0.138453890131742 0.140193885160328 0.141933880188914
  0.0165893935955214                0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                0                 0                 0                 0                 0                 0                 0
  0.068641028372572                 0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                0                 0                 1                 0                 1                 0                 0
  0.1221014878733                   0                 0                 0                 0                 0                 0                 0
  0.122416793094877                 0                 0                 0                 0                 0                 0                 0
  0.143318774191257                 0                 0                 0                 1                 0                 1                 0
  0.150882426050211                 0                 0                 0                 0                 0                 0                 0
  0.150917936152835                 1                 1                 0                 0                 0                 0                 0
  0.182855985490835                 0                 0                 0                 0                 0                 0                 1
  0.257237550749855                 0                 0                 0                 0                 0                 0                 0
  0.259735686469467                 0                 0                 0                 0                 0                 0                 0
  0.340182837572845                 0                 0                 0                 0                 0                 0                 0
  0.437633606761123                 0                 0                 0                 0                 0                 0                 0
  0.720513298533433                 0                 0                 0                 0                 0                 0                 0
                    
testPred             0.144916728809346 0.149639572458364 0.156350981854338 0.156599552572707 0.157345264727815 0.157842406164554 0.158588118319662
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 1                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 1                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 1                 1
  0.150917936152835                  0                 0                 0                 1                 0                 0                 0
  0.182855985490835                  0                 1                 0                 0                 1                 0                 0
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.158836689038031 0.162813820531941 0.163808103405419 0.165548098434004 0.166045239870743 0.169028088491176 0.177728063634104
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  0                 0                 0                 1                 1                 0                 0
  0.143318774191257                  0                 1                 1                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  1                 0                 0                 0                 0                 0                 0
  0.182855985490835                  0                 0                 0                 0                 0                 1                 1
  0.257237550749855                  0                 0                 0                 0                 0                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 0                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.178722346507581 0.181456624409645 0.185185185185185 0.190405170270942 0.193885160328113 0.19512801391996 0.201342281879195
  0.0165893935955214                 0                 0                 0                 0                 0                0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                0                 0
  0.068641028372572                  0                 0                 0                 0                 0                0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                1                 0
  0.0966940094456873                 0                 0                 0                 0                 0                0                 0
  0.1221014878733                    0                 0                 0                 0                 0                0                 0
  0.122416793094877                  0                 0                 0                 0                 0                0                 1
  0.143318774191257                  0                 0                 0                 0                 0                0                 0
  0.150882426050211                  0                 0                 0                 0                 0                0                 0
  0.150917936152835                  0                 0                 0                 0                 0                0                 0
  0.182855985490835                  1                 1                 0                 0                 0                0                 0
  0.257237550749855                  0                 0                 1                 0                 1                0                 0
  0.259735686469467                  0                 0                 0                 1                 0                0                 0
  0.340182837572845                  0                 0                 0                 0                 0                0                 0
  0.437633606761123                  0                 0                 0                 0                 0                0                 0
  0.720513298533433                  0                 0                 0                 0                 0                0                 0
                    
testPred             0.204573701217997 0.206810837683321 0.217499378573204 0.219487944320159 0.228436490181457 0.238130748197862 0.241362167536664
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0
  0.122416793094877                  1                 0                 0                 0                 0                 0                 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0
  0.150917936152835                  0                 0                 1                 0                 0                 0                 0
  0.182855985490835                  0                 1                 0                 0                 0                 0                 1
  0.257237550749855                  0                 0                 0                 1                 1                 0                 0
  0.259735686469467                  0                 0                 0                 0                 0                 1                 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0
  0.437633606761123                  0                 0                 0                 0                 0                 0                 0
  0.720513298533433                  0                 0                 0                 0                 0                 0                 0
                    
testPred             0.25478498632861 0.295550584141188 0.341039025602784 0.353716132239622 0.380064628386776 0.393736017897092 0.450658712403679
  0.0165893935955214                0                 0                 0                 0                 0                 0                 0
  0.0230993217570399                0                 0                 0                 0                 0                 0                 0
  0.0348354106743368                0                 0                 0                 0                 0                 0                 0
  0.0366819360107951                0                 0                 0                 0                 0                 0                 0
  0.0379038477472482                0                 0                 0                 0                 0                 0                 0
  0.0497141436738752                0                 0                 0                 0                 0                 0                 0
  0.0528551736605428                0                 0                 0                 0                 0                 0                 0
  0.0643521970889607                0                 0                 0                 0                 0                 0                 0
  0.068641028372572                 0                 0                 0                 0                 0                 0                 0
  0.0687298036291325                0                 0                 0                 0                 0                 0                 0
  0.0884911757394979                0                 0                 0                 0                 0                 0                 0
  0.0948659789543458                0                 0                 0                 0                 0                 0                 0
  0.0966940094456873                0                 0                 0                 0                 0                 0                 0
  0.1221014878733                   0                 0                 0                 0                 0                 0                 0
  0.122416793094877                 0                 0                 0                 0                 0                 0                 0
  0.143318774191257                 0                 0                 0                 0                 0                 0                 0
  0.150882426050211                 0                 0                 0                 0                 0                 0                 0
  0.150917936152835                 0                 0                 0                 0                 0                 0                 0
  0.182855985490835                 0                 1                 0                 0                 0                 0                 0
  0.257237550749855                 0                 0                 0                 0                 0                 0                 0
  0.259735686469467                 0                 0                 0                 0                 1                 0                 0
  0.340182837572845                 1                 0                 1                 0                 0                 1                 0
  0.437633606761123                 0                 0                 0                 1                 0                 0                 0
  0.720513298533433                 0                 0                 0                 0                 0                 0                 1
                    
testPred             0.502361421824509 0.512055679840915 0.517027094208302 0.564504101416853 0.573949788714889 0.703455132985334 0.779517772806363 1
  0.0165893935955214                 0                 0                 0                 0                 0                 0                 0 0
  0.0230993217570399                 0                 0                 0                 0                 0                 0                 0 0
  0.0348354106743368                 0                 0                 0                 0                 0                 0                 0 0
  0.0366819360107951                 0                 0                 0                 0                 0                 0                 0 0
  0.0379038477472482                 0                 0                 0                 0                 0                 0                 0 0
  0.0497141436738752                 0                 0                 0                 0                 0                 0                 0 0
  0.0528551736605428                 0                 0                 0                 0                 0                 0                 0 0
  0.0643521970889607                 0                 0                 0                 0                 0                 0                 0 0
  0.068641028372572                  0                 0                 0                 0                 0                 0                 0 0
  0.0687298036291325                 0                 0                 0                 0                 0                 0                 0 0
  0.0884911757394979                 0                 0                 0                 0                 0                 0                 0 0
  0.0948659789543458                 0                 0                 0                 0                 0                 0                 0 0
  0.0966940094456873                 0                 0                 0                 0                 0                 0                 0 0
  0.1221014878733                    0                 0                 0                 0                 0                 0                 0 0
  0.122416793094877                  0                 0                 0                 0                 0                 0                 0 0
  0.143318774191257                  0                 0                 0                 0                 0                 0                 0 0
  0.150882426050211                  0                 0                 0                 0                 0                 0                 0 0
  0.150917936152835                  0                 0                 0                 0                 0                 0                 0 0
  0.182855985490835                  0                 0                 0                 0                 0                 0                 0 0
  0.257237550749855                  0                 0                 1                 0                 0                 0                 0 0
  0.259735686469467                  1                 0                 0                 0                 0                 0                 0 0
  0.340182837572845                  0                 0                 0                 0                 0                 0                 0 0
  0.437633606761123                  0                 0                 0                 1                 1                 0                 0 0
  0.720513298533433                  0                 1                 0                 0                 0                 1                 1 1
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
Error in !all.equal(nrow(data), ncol(data)) : invalid argument type
>>>>>>> Stashed changes <<<<<<< Updated upstream
precision70ctree=((( 1339/2682)+( 913/2738)+(1349/3081))/3)*100
sensitivity70ctree=((0.8091+0.5581+0.8384)/3)*100
specificity70ctree=((0.8265+0.8388+0.9362)/3)*100
=======

precision70ctree=((( 1341/2558)+( 811/2777)+(1362/2974))/3)*100
sensitivity70ctree=((0.8268+0.5104+0.8598)/3)*100
specificity70ctree=((0.8062+0.8662+ 0.9262)/3)*100
>>>>>>> Stashed changes

Evaluation and comparison

<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
table=matrix(c(acc90ctree,acc80ctree,acc70ctree
               ,precision90ctree,precision80ctree,precision70ctree,
               sensitivity90ctree,sensitivity80ctree,sensitivity70ctree,
               specificity90ctree,specificity80ctree,specificity70ctree
<<<<<<< Updated upstream
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable

The accuracy measurement is not always enough to determine the best split of dataset to create the model starting with the highest accuracy(70% training,30% test) we can see that the sensitivity is very close to the accuracy so it’s balanced and we might consider it good choice for the model

Then we have (90% training,10% test) It has a Precision=42.3% which means our model correctly predict more than 43% out of all the predictions made, but it has the least accuracy percentage (73.06%) so it’s not the best option.

Lastly (80% training,20% test) precision=42.5% and it also has the highest Precision among other split and high accuracy (73.3%) so it’s might be a good choice for the model

======= ),ncol=3,byrow=TRUE)
Error in matrix(c(acc90ctree, acc80ctree, acc70ctree, precision90ctree,  : 
  object 'acc90ctree' not found

The accuracy measurement is not always enough to determine the best split of dataset to create the model. starting with the highest accuracy(70% training,30% test) we can see that the sensitivity is very close to the accuracy so it’s balanced and we might consider it good choice for the model

Then we have (90% training,10% test) It has a Precision=43.3% which means our model correctly predict more than 43% out of all the predictions made. and that percentage is higher than all other the splits which is a good thing.

Lastly (80% training,20% test) If classifier predicts positive, you can’t trust it since the precision=41.9% and it also has the lowest Precision among other split(41.9%). so it’s not really a good choice for the model

>>>>>>> Stashed changes

#C5.0 method In decision tree algorithms, such as the C5.0 algorithm, the Gain Ratio is used to measure the effectiveness of splitting nodes during the tree-building process. Information gain is one of the limitations of other splitting criteria, which is why the Gain Ratio was developed. Using the Gain Ratio at each node of the decision tree, the C5.0 algorithm, an extension of C4.5, determines the best attribute to split on. Gain Ratios are particularly useful when dealing with attributes with different categories or levels # C5.0 tree: 80% traning set, and 20% testing set

<<<<<<< Updated upstream
library(remotes)
library("C50")
library(printr)
set.seed(15687)
=======

library(remotes)
library("C50")
library(printr)
Registered S3 method overwritten by 'printr':
  method                from     
  knit_print.data.frame rmarkdown
set.seed(15687)
>>>>>>> Stashed changes
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.8, 0.2))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
<<<<<<< Updated upstream
model <- C5.0(myFormula, data=trainData)
plot(model)
pred <- predict(object=model, newdata=testData, type="class")
result<-table(pred, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc80C50 <- co_result$overall["Accuracy"]
acc80C50=acc80C50*100
======= model <- C5.0(myFormula, data=trainData)
Error: C5.0 models require a factor outcome
>>>>>>> Stashed changes <<<<<<< Updated upstream
precision80C50=((( 946/1728)+( 532/1915)+(936/2051))/3)*100
sensitivity80C50=((0.8584+0.4890+0.8587)/3)*100
specificity80C50=((0.7934+0.8736+0.9365)/3)*100
=======
precision80C50=((( 912/1700)+( 541/1874)+(894/1982))/3)*100
sensitivity80C50=((0.8452+0.5128+0.8386)/3)*100
specificity80C50=((0.8015+0.8695+0.9288)/3)*100
>>>>>>> Stashed changes

C5.0 tree: 70% traning set, and 30% testing set

<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.7, 0.3))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
<<<<<<< Updated upstream
model <- C5.0(myFormula, data=trainData)
plot(model)
results <- predict(object=model, newdata=testData, type="class")
result<-table(results, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc70C50 <- co_result$overall["Accuracy"]
acc70C50=acc70C50*100
======= model <- C5.0(myFormula, data=trainData)
Error: C5.0 models require a factor outcome
>>>>>>> Stashed changes <<<<<<< Updated upstream
precision70C50=((( 1454/2551)+(792/2858)+(1346/3083))/3)*100
sensitivity70C50=((  0.8785+0.4841+ 0.8365)/3)*100
specificity70C50=((0.7861+0.8756+0.9368)/3)*100
=======
precision70C50=((( 1331/2594)+( 828/2765)+(1368/2963))/3)*100
sensitivity70C50=(( 0.8206+0.5211+0.8636)/3)*100
specificity70C50=((0.8175+0.8624+0.9228)/3)*100
>>>>>>> Stashed changes

C5.0 tree: 90% traning set, and 10% testing set

<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.9, 0.1))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
<<<<<<< Updated upstream
model <- C5.0(myFormula, data=trainData)
plot(model)
results <- predict(object=model, newdata=testData, type="class")
result<-table(results, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc90C50 <- co_result$overall["Accuracy"]
acc90C50=acc90C50*100
======= model <- C5.0(myFormula, data=trainData)
Error: C5.0 models require a factor outcome
>>>>>>> Stashed changes <<<<<<< Updated upstream
precision90C50=(((450/853)+(268/932)+(460/1004))/3)*100
sensitivity90C50=(( 0.8227+0.4926+0.8846)/3)*100
specificity90C50=(( 0.8017+0.8735+0.9203)/3)*100
=======
precision90C50=((( 433/828)+( 273/870)+(412/988))/3)*100
sensitivity90C50=(( 0.8109+ 0.5122+ 0.8224)/3)*100
specificity90C50=(( 0.8008+0.8406+0.9260)/3)*100
>>>>>>> Stashed changes

Evaluation and comparison

<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
table=matrix(c(acc90C50,acc80C50,acc70C50
               ,precision90C50,precision80C50,precision70C50,
               sensitivity90C50,sensitivity80C50,sensitivity70C50,
               specificity90C50,specificity80C50,specificity70C50
<<<<<<< Updated upstream
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable

we can clearly see that results are very close to that information again results. The split that had the highest accuracy is (80% training,20% test) and also had the highest Precision among all the split and has a sensitivity very close to the accuracy which make it balanced and a good choice for the model.

At the same time (70% training,30% test) split had very close accuracy to the previous split but it also had less sensitivity result which is 73.2% so it doesn’t really make it a good choice.

Lastly (90% training,10% test) It has the lowest accuracy (73.12%) and Precision(42.4%) So it’s the least split option to go for the model

======= ),ncol=3,byrow=TRUE)
Error in matrix(c(acc90C50, acc80C50, acc70C50, precision90C50, precision80C50,  : 
  object 'acc90C50' not found

we can clearly see that results are very close to that information again result. The split that had the highest accuracy is (70% training,30% test) and also had the highest sensitivity among all the split and very close to the accuracy which make it balanced and a good choice for the model.

At the same time (80% training,20% test) split had very close accuracy to the previous split but it also had less sensitivity result which is 73.2% so it doesn’t really make it a good choice.

Lastly (90% training,10% test) It has the lowest accuracy (71.3%) and Precision(41.7%) So it’s the least split option to go for the model

>>>>>>> Stashed changes

#CART

CART (Classification and Regression Trees) in R uses the Gini index to determine whether a randomly chosen element would be incorrectly classified. In the Gini index, we assess how likely it is for an element to be misclassified if it was randomly chosen. Generally, the lower the Gini index, the better the split.

#CART tree: 90% training and 10% testing

set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.9*nrow(dataset)), replace=F)
trainCart90<-dataset[sample,]
testCart10<-dataset[-sample,]
trainCart90<-trainCart90[,c(7:10,3,5)]
testCart10<-testCart10[,c(7:10,3,5)]
<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart10$Global_Sales
<<<<<<< Updated upstream
fit.tree = rpart(Global_Sales~ ., data=trainCart90, method = "class", cp=4.6816e-04)
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart10, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
======= fit.tree = rpart(Global_Sales~ ., data=trainCart90, method = "class", cp=0) >>>>>>> Stashed changes <<<<<<< Updated upstream
#Accuracy/precision/sensitivity of model is given by
accuracy90=((477+  246 + 456)/nrow(testCart10))*100
precision90=(((477/833)+(246/955)+(456/996))/3)*100
sensitivity90=(((477/547)+(246/535)+(456/523))/3)*100
specificity90=((((833)/1058)+((955)/1070)+((996)/1082))/3)*100
=======
#Accuracy/precision/sensitivity of model is given by
accuracy90=((510+  150 + 447)/nrow(testCart10))*100
precision90=(((510/851)+(150/211)+(447/507))/3)*100
sensitivity90=(((510/512)+(150/510)+(447/547))/3)*100
specificity90=((((150+54+53+463)/1057)+((510+0+30+463)/1059)+((510+307+2+150)/1022))/3)*100
>>>>>>> Stashed changes

#CART tree: 80% training and 20% testing

set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.8*nrow(dataset)), replace=F)
trainCart80<-dataset[sample,]
testCart20<-dataset[-sample,]
trainCart80<-trainCart80[,c(7:10,3,5)]
testCart20<-testCart20[,c(7:10,3,5)]
<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart20$Global_Sales
<<<<<<< Updated upstream
fit.tree = rpart(Global_Sales~ ., data=trainCart80, method = "class", cp=4.6816e-04)
=======
fit.tree = rpart(Global_Sales~ ., data=trainCart80, method = "class", cp=0)
>>>>>>> Stashed changes
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart20, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
<<<<<<< Updated upstream
#Accuracy/precision/sensitivity of model is given by
accuracy80=((873+  541 + 941)/nrow(testCart20))*100
precision80=(((873/1748)+(541/1848)+(941/1968))/3)*100
sensitivity80=(((873/1073)+(541/562)+(941/1087))/3)*100
specificity80=((((1073)/2136)+((562)/2160)+((1087)/2122))/3)*100
=======
#Accuracy/precision/sensitivity of model is given by
accuracy80=((1033+  321 + 875)/nrow(testCart20))*100
precision80=(((1033/1688)+(321/443)+(875/1007))/3)*100
sensitivity80=(((1033/1037)+(321/1036)+(875/1065))/3)*100
specificity80=((((323+112+113+887)/2101)+((1033+1+66+887)/2102)+((1033+600+3+323)/2073))/3)*100
>>>>>>> Stashed changes

#CART tree: 70% training and 30% testing

set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.7*nrow(dataset)), replace=F)
trainCart70<-dataset[sample,]
testCart30<-dataset[-sample,]
trainCart70<-trainCart70[,c(7:10,3,5)]
testCart30<-testCart30[,c(7:10,3,5)]
<<<<<<< Updated upstream ======= >>>>>>> Stashed changes
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart30$Global_Sales
<<<<<<< Updated upstream
fit.tree = rpart(Global_Sales~ ., data=trainCart70, method = "class", cp=4.6816e-04)
=======
fit.tree = rpart(Global_Sales~ ., data=trainCart70, method = "class", cp=0)
>>>>>>> Stashed changes
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart30, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
<<<<<<< Updated upstream
#Accuracy/precision/sensitivity of model is given by
accuracy70=((1364+  787 + 1410)/nrow(testCart30))*100
precision70=(((1364/2572)+(787/2849)+(1410/2953))/3)*100
sensitivity70=(((1364/1610)+(321/1570)+(875/1633))/3)*100
specificity70=((((1610)/3203)+((1570)/3243)+((1633)/3180))/3)*100
=======
#Accuracy/precision/sensitivity of model is given by
accuracy70=((1569+  466 + 1341)/nrow(testCart30))*100
precision70=(((1569/2535)+(466/636)+(1341/1536))/3)*100
sensitivity70=(((1569/1575)+(321/1529)+(875/1603))/3)*100
specificity70=((((466+166+193+1341)/3132)+((1569+2+96+1341)/3178)+((1033+600+3+323)/3104))/3)*100
>>>>>>> Stashed changes

#CART tree result Evaluation and analysis:

table=matrix(c(accuracy90,accuracy80,accuracy70
               ,precision90,precision80,precision70,
               sensitivity90,sensitivity80,sensitivity70,
               specificity90,specificity80,specificity70
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable

Evaluation and comparison

First we used the above partitioning for the training set/testing set;An evaluation of a model’s based on one dataset may not be accurate. Different sets of training and test data help to obtain a more sound evaluation of the model.

From the result above we can see that the 70% training set, 30% testing set gave the best accuracy but we don’t only judge the accuracy, because if we do that we may use an imbalanced set, let’s compare the sensitivity/specificity too, we can notice that the sensitivity of the <<<<<<< Updated upstream 70% training set, 30% testing set is pretty low(53%) so it has imbalance issues so even if the accuracy is high we won’t consider it as the best model. We will see the results of the second best accuracy set which is:90% training set, 10% testing set, the sensitivity is pretty high(73.5%, and 87% respectively) we will compare it to 80% and 20% who has sensitivity/specificity of(88%, and 42.5% respectively), since the 90% training set, 10% testing set has the best specificity between the two we will consider it as the best training/testing set.

======= 70% training set, 30% testing set is pretty low(58%) so it has imbalance issues so even if the accuracy is high we won’t consider it as the best model. We will see the results of the second best accuracy set which is:80% training set, 20% testing set, the sensitivity/specificity s pretty high(71%, and 86% respectively), even higher than the 90% training set, 10% testing set(70%, and 86% respectively), so it’s pretty balanced. the ratio of true positives to the total number of predicted positives (precision)=73.5% which means only 26.5% is classified as FP!.

Findings

I will start explaining the results of the best partition(80% training set, 20% testing set) 1-We can notice from the tree that it peridicted for the 3 levels of global_Sales a total of: [0,000967]:52% [0.000967,0.00387]:16% [0.00387,1]:32% We can notice that a range of Global_sales with [0,000967] is the norm for most of the games, while being in the middle is not common, most of our dataset fells on the lowest or highest of predicted Global_sales.

1-if NA_Sales=[0.00386,1] and EU_Sales=[0.00207,1] then Global_Sales=[0.00387,1], Games has a high Global_Sales because their high EU_Sales and NA_Sales range of sales , so video games company need to focus on those two regions if they want to improve their Global sales.

you can also acheive high Global_Sales by focusing on keeping your sales on these regions as follow:

2-if NA_Sales=[0.00386,1] and EU_Sales=[0,0.00207] and Other_Sales=[0.00189,1] then you will have a high sales, You can keep the NA_Sales and Other_Sales region high while ignoring EU_Sales to also acheive high Global_Sales.

3-if NA_Sales=[0,000482),[0.000482,00386] and other_Sales=[0.00189,1], and NA_Sales=[0,000482) and EU_Sales=[0,0.00207) then you will have high Gloabl_Sales.

You can also have low NA_Sales and EU_Sales, while having Other_Sales high to achieve high Global_Sales.

>>>>>>> Stashed changes

Clustring:

Clustering is a technique used to group similar data points together based on their inherent characteristics or similarities. So our goal of clustering is to identify patterns, structures, or relationships within a dataset without any prior knowledge of the groups or classes that may exist.

1:Preprossening before clustring

before starting the clustring process we need to remove the class label since clustring is an unsupervised learning , but before removing the class label We stored it in a varible just in case of further need(We need it to compute Bcubed precision and recall),Then we need to transform each factor coulnm to numeric because it’s essential to convert factor variables to numeric ones due to the algorithmic requirements of clustring(Kmeans) and the characteristics of factor variables.

<<<<<<< Updated upstream
# We stored the class label in a varible just in case of further need(We need it to compute Bcubed precision and recall)

classLabel<-dataset$Global_Sales 
=======

# We stored the class label in a varible just in case of further need(We need it to compute Bcubed precision and recall)

classLabel<-dataset$Global_Sales
>>>>>>> Stashed changes
# Removing the classLabel before the clustring process
datasetClustering<- dataset[,-10]
# We removed columns that are not relevant to the clustering process and can distort the result 
datasetClustering <- dataset[, setdiff(3:9, c(4, 6))]
View(datasetClustering)

##converting factors to numric to apply kmeans method , it's essential to convert factor variables to numeric ones due to the algorithmic requirements of K-means and the characteristics of factor variables.

datasetClustering$Platform <- as.numeric(as.character(datasetClustering$Platform))
datasetClustering$Genre <- as.numeric(as.character(datasetClustering$Genre))
View(datasetClustering)

After preprocessing the data now we will start performing the clustering technique on the processed dataset.

2:Kmeans

We chose K-means clustering as our clustring method because it excels in handling large datasets, offering prompt and easily understandable insights. It is beneficial for exploring data, facilitating the quick detection of potential data clusters.

3:Choosing the number of clusters K

1-Silhouette method

This graph depicts the process of finding the optimal number of clusters for a dataset using the Silhouette method. The x-axis represents the number of clusters (k) considered in the analysis, ranging from 1 to 10. The y-axis shows the average Silhouette width, which is a measure of how similar an object is to its own cluster compared to other clusters.

<<<<<<< Updated upstream
fviz_nbclust(datasetClustering, kmeans, method = "silhouette")+
  labs(subtitle = "Silhouette method")
=======
fviz_nbclust(datasetClustering, kmeans, method = "silhouette")+labs(subtitle = "Silhouette method")

>>>>>>> Stashed changes

The plot shows a peak at k=3, where the average Silhouette score is the highest. This suggests that the data points are, on average, closer to other points in their own cluster and farther from points in other clusters when the data is divided into three clusters. As a result, according to the Silhouette method, k=3 is the optimal number of clusters.

2- Elbow method

The Elbow Method using Within-Cluster Sum of Squares (WSS) is a technique to determine the optimal number of clusters in K-means clustering. It involves running the clustering algorithm for a range of cluster numbers and calculating the WSS for each. WSS is the sum of squared distances of each point to its cluster centroid. As the number of clusters increases, WSS tends to decrease; the goal is to find the point where increasing the number of clusters does not lead to a significant decrease in WSS. This point, visually resembling an elbow on a plot of WSS against the number of clusters, is considered the optimal number of clusters.

fviz_nbclust(datasetClustering, kmeans, method = "wss") +
  geom_vline(xintercept = 4, linetype = 2)+
  labs(subtitle = "Elbow method")
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes

As shown in the above graph , 4 is the value that resembles an elbow in the plot(The turnning point) wich means it is the optimal value of K the we will use in our clustring process.

In conclusion, we will choose K=4 for our clustering process, as it marks the turning point on the Elbow Method curve, indicating an optimal balance in cluster compactness and separation. Additionally, we will utilize K=3 and K=6, as these values maximize the average silhouette width, with K=3 being the primary maximizer and K=6 the secondary. By selecting these specific K values, we aim to achieve a satisfactory level of precision and recall in our clustering analysis, ensuring both the relevance and completeness of the clustered data.

k-means clustering, visualization and evaluation

1- k=3

set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 3)

# print the clusterng result
kmeans.result
<<<<<<< Updated upstream =======
K-means clustering with 3 clusters of sizes 156, 297, 169

Cluster means:
   Platform    Genre   NA_Sales   EU_Sales Other_Sales
1  6.102564 6.192308 0.08192255 0.10287267  0.02656284
2 16.932660 5.996633 0.06168748 0.09816854  0.04852690
3 27.763314 6.905325 0.09602565 0.11282572  0.03891778

Clustering vector:
  [1] 3 2 2 3 1 2 1 3 1 2 2 2 2 2 1 2 2 2 1 2 2 1 1 3 2 1 2 2 3 2 3 3 2 2 1 1 2 1 2 1 2 1 1 3 1 2 3 2 2 2 2 2 2 3 2 3 3 1 3 1 2 2 1 3 2 1 2 2 2 3 2 2
 [73] 1 1 2 2 2 3 2 1 1 3 2 2 2 2 3 3 3 2 3 3 1 2 3 1 3 2 3 1 3 3 2 2 3 2 3 2 3 1 2 3 1 2 2 1 2 2 2 2 3 2 2 3 2 1 3 3 2 1 1 2 2 1 2 2 3 1 1 3 2 2 3 2
[145] 2 1 3 2 3 2 2 2 2 3 3 2 1 1 3 1 2 1 2 3 1 2 2 2 2 2 3 1 2 3 3 1 2 2 2 2 2 1 2 2 2 2 1 2 1 2 3 3 3 1 3 2 3 3 1 3 1 3 2 1 2 3 1 1 2 3 2 1 1 2 2 3
[217] 1 1 1 3 3 3 2 1 2 3 1 3 2 3 2 1 3 3 1 1 2 2 3 3 2 2 2 2 2 3 3 2 2 2 2 2 1 1 2 1 2 2 1 2 2 3 3 1 3 3 1 2 1 3 3 1 2 3 1 2 2 2 1 2 1 2 2 3 3 2 1 2
[289] 2 1 3 3 2 3 2 2 1 3 3 3 2 3 3 1 2 2 3 2 2 2 1 1 2 3 3 2 2 2 2 2 1 2 2 2 3 1 3 2 3 2 2 1 2 2 1 2 3 1 3 1 3 2 2 2 2 2 2 1 2 2 1 2 3 2 1 1 2 2 2 2
[361] 3 2 3 2 1 3 1 2 2 2 2 1 2 1 2 2 3 1 2 2 1 2 2 2 3 3 3 2 2 2 2 2 3 2 1 2 2 2 2 3 1 2 1 2 2 2 2 2 3 3 2 2 2 2 1 3 2 3 1 1 3 3 2 3 2 3 2 2 3 2 2 2
[433] 2 2 2 2 1 1 2 2 3 2 3 2 2 2 1 3 2 2 3 1 1 1 3 1 2 2 2 2 1 3 2 2 1 1 2 2 2 1 1 1 1 2 3 2 3 2 2 2 1 2 2 3 1 2 2 2 1 2 3 3 2 2 3 1 3 3 1 2 1 3 2 2
[505] 2 3 2 1 2 2 2 3 3 2 2 2 3 1 2 1 2 2 2 2 3 3 3 3 3 1 2 2 2 2 3 2 1 1 2 2 3 1 2 2 1 3 2 3 3 1 1 3 3 3 2 3 2 2 3 1 1 3 3 3 1 1 3 2 2 2 1 2 3 1 1 3
[577] 2 1 1 2 3 1 1 2 3 2 2 3 3 2 2 1 1 3 2 1 1 1 2 3 2 1 1 1 3 2 2 3 3 3 1 1 1 2 3 3 1 1 1 3 3 2

Within cluster sum of squares by cluster:
[1] 2743.622 4885.759 3221.026
 (between_SS / total_SS =  77.9 %)

Available components:

[1] "cluster"      "centers"      "totss"        "withinss"     "tot.withinss" "betweenss"    "size"         "iter"         "ifault"      
>>>>>>> Stashed changes
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes
#average silhouette for cluster  k=3
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
<<<<<<< Updated upstream =======
[1] 10850.41
>>>>>>> Stashed changes <<<<<<< Updated upstream ======= >>>>>>> Stashed changes
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
<<<<<<< Updated upstream
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
======= cat("BCubed Precision:", precision, "\n")
BCubed Precision: 0.004823151 
cat("BCubed Recall:", recall, "\n")
BCubed Recall: 1 
>>>>>>> Stashed changes

As the graph of K=3 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and wide distance in the cluster itself as <<<<<<< Updated upstream the high value of wss indicate (78.5 %) ,he recall value is 1 wich means that all items that must belong to their specified cluster has been correctly identified , the value of precision 0.004823151 is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.55 which is relatively good for the clustering process, Overall, the plot suggests that dividing the data into 3 clusters seems appropriate because the average Silhouette score is high.

======= the high value of wss indicate (78.5 %) ,the recall value is high which is 1 , the value of precision 0.004823151 is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.55 which is relatively good for the clustering process, Overall, the plot suggests that dividing the data into 3 clusters seems appropriate because the average Silhouette score is high.

>>>>>>> Stashed changes

2- k=4

set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 4)

# print the clusterng result
kmeans.result
<<<<<<< Updated upstream =======
K-means clustering with 4 clusters of sizes 112, 194, 168, 148

Cluster means:
   Platform    Genre   NA_Sales  EU_Sales Other_Sales
1 16.803571 1.821429 0.07981369 0.1107129  0.05441614
2 16.788660 8.567010 0.05017442 0.0877049  0.04312926
3 27.797619 6.880952 0.09659724 0.1134973  0.03914943
4  5.837838 6.027027 0.08397385 0.1066865  0.02766627

Clustering vector:
  [1] 3 2 2 3 4 2 4 2 4 2 1 1 2 2 4 2 2 1 2 2 2 4 4 3 2 4 2 1 3 2 3 3 2 2 2 4 1 4 2 4 2 4 4 3 4 2 3 2 2 2 1 2 2 3 2 3 3 2 3 4 1 2 4 3 2 4 2 2 2 3 2 1
 [73] 4 4 2 2 2 3 2 4 4 3 2 1 1 2 3 3 3 1 3 3 4 2 3 4 3 2 3 4 3 3 2 2 3 1 3 2 3 4 2 3 4 2 2 4 2 1 2 1 3 1 2 3 2 4 3 3 2 4 4 1 2 4 2 2 3 4 4 3 2 2 3 2
[145] 1 4 3 2 3 2 1 2 2 3 3 1 4 4 3 4 2 4 2 3 4 1 2 2 1 2 3 4 2 3 3 4 2 1 2 2 1 4 2 2 1 2 4 2 4 2 3 3 3 4 3 2 3 3 4 3 4 3 2 4 2 3 4 4 2 3 2 4 4 2 2 3
[217] 4 4 4 3 3 3 1 4 1 3 4 3 1 3 2 4 3 3 4 4 2 2 3 3 2 2 1 2 2 3 3 2 1 2 1 2 4 4 2 4 1 2 4 1 2 3 3 1 3 3 4 1 2 3 3 2 1 3 4 2 1 2 4 2 4 2 1 3 3 2 4 2
[289] 2 4 3 3 1 3 1 2 4 3 3 3 1 3 3 4 2 1 3 2 1 2 4 4 2 3 3 2 2 2 1 1 4 1 1 2 3 4 3 1 3 2 2 4 1 2 4 2 3 4 3 4 3 1 1 1 1 1 2 4 2 1 2 1 3 2 4 4 2 1 1 2
[361] 3 1 3 1 4 3 4 2 2 2 2 4 2 4 1 2 3 4 2 2 4 1 2 1 3 3 3 2 2 2 1 1 3 2 4 1 1 1 1 3 4 2 4 2 2 1 2 2 3 3 1 1 1 2 4 3 1 3 4 4 3 3 1 3 1 3 2 1 3 2 2 2
[433] 2 1 1 2 4 4 2 1 3 2 3 2 2 1 4 3 1 2 3 4 4 4 3 4 2 2 2 1 4 3 2 2 4 4 2 1 2 2 4 4 4 2 3 1 3 1 1 2 4 1 1 3 4 1 2 1 4 1 3 3 1 2 3 4 3 3 4 2 4 3 1 1
[505] 2 3 1 4 2 2 1 3 3 1 1 2 3 4 2 4 1 1 2 2 3 3 3 3 3 4 1 1 2 2 3 1 4 4 2 2 3 4 2 1 4 3 2 3 3 4 4 3 3 3 2 3 2 2 3 4 4 3 3 3 4 4 3 1 2 2 4 2 3 4 4 3
[577] 2 4 4 1 3 4 4 2 3 1 2 3 3 2 2 4 4 3 2 4 4 4 1 3 1 4 4 4 3 1 1 3 3 3 4 4 4 2 3 3 4 4 4 3 3 1

Within cluster sum of squares by cluster:
[1]  597.8142 1548.3406 3170.7230 2378.9557
 (between_SS / total_SS =  84.3 %)

Available components:

[1] "cluster"      "centers"      "totss"        "withinss"     "tot.withinss" "betweenss"    "size"         "iter"         "ifault"      
>>>>>>> Stashed changes
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes
#average silhouette for cluster  k=4
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
<<<<<<< Updated upstream =======
[1] 7695.834
>>>>>>> Stashed changes <<<<<<< Updated upstream ======= >>>>>>> Stashed changes
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
<<<<<<< Updated upstream
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
======= cat("BCubed Precision:", precision, "\n")
BCubed Precision: 0.006430868 
cat("BCubed Recall:", recall, "\n")
BCubed Recall: 1 
>>>>>>> Stashed changes

As the graph of K=4 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and some wide distance in the cluster itself <<<<<<< Updated upstream as the high value of wss indicate(85.3 %) ,the recall value is 1 wich means that all items that must belong to their specified cluster has been correctly identified , the value of precision 0.006430868 is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.54 which is relatively good for the clustering process but it is lower than K=3, Overall, the plot suggests that dividing the data into 4 clusters seems appropriate but it would better if choose k=3 because it has highest average silhouette value .

======= as the high value of wss indicate(85.3 %) ,the recall value is high which is 1 , the value of precision 0.006430868 is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.54 which is relatively good for the clustering process, Overall, the plot suggests that dividing the data into 4 clusters seems appropriate but it would better if choose k=3 because it has highe average silhouette widthand lower wss value .

>>>>>>> Stashed changes

3- k=6

set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 6)

# print the clusterng result
kmeans.result
<<<<<<< Updated upstream =======
K-means clustering with 6 clusters of sizes 110, 178, 60, 85, 81, 108

Cluster means:
   Platform    Genre   NA_Sales   EU_Sales Other_Sales
1 16.890909 1.763636 0.07951732 0.11181536  0.05522491
2 17.258427 8.471910 0.04728142 0.09372601  0.04643203
3 27.350000 2.350000 0.09370128 0.11224120  0.03584043
4  5.058824 4.035294 0.09299296 0.09837413  0.02857143
5  7.938272 8.802469 0.07449013 0.09703052  0.02207506
6 28.046296 9.398148 0.09820610 0.11419513  0.04098777

Clustering vector:
  [1] 3 2 2 3 5 2 4 2 5 2 1 1 2 2 5 2 2 1 5 2 2 4 4 6 2 5 2 1 6 2 3 6 2 2 5 5 1 5 2 4 2 5 5 3 5 2 6 2 2 2 1 2 2 3 2 6 6 5 6 5 1 2 5 6 2 5 2 2 2 6 2 1
 [73] 5 5 2 2 2 6 2 5 4 6 2 1 1 2 6 3 3 1 6 6 4 2 3 4 6 2 3 5 6 6 2 2 3 1 3 2 6 5 2 6 4 2 2 5 2 1 2 1 6 1 2 6 5 4 6 3 2 5 4 1 2 4 2 2 6 4 4 6 2 2 3 2
[145] 1 4 3 2 6 2 1 2 2 3 6 1 5 4 3 5 2 5 2 6 5 1 2 2 1 2 3 5 2 6 3 4 2 1 2 2 1 4 2 2 1 2 4 2 4 2 6 6 6 4 3 5 6 6 4 3 4 6 2 4 2 6 5 5 2 6 2 5 4 5 5 6
[217] 5 4 5 6 6 3 1 4 1 3 4 6 1 3 2 4 6 3 4 4 2 2 3 6 2 2 1 2 2 6 6 2 1 2 1 2 4 5 2 5 1 2 4 1 2 6 3 1 6 6 4 1 5 6 3 5 1 6 4 2 1 2 4 2 4 2 1 3 6 2 5 2
[289] 2 4 3 6 1 3 1 2 5 6 6 3 1 6 3 4 5 1 6 5 1 2 5 4 2 3 6 5 2 2 1 1 4 1 1 2 6 5 3 1 3 2 2 4 1 2 4 2 3 5 6 5 3 1 1 1 1 1 2 4 2 1 5 1 6 2 5 5 2 1 1 2
[361] 6 1 6 1 5 6 4 2 2 5 2 4 2 4 1 2 6 4 2 2 5 1 2 1 6 6 6 2 2 2 1 1 3 2 4 1 1 1 1 6 4 2 4 2 2 1 2 2 6 6 1 1 1 2 4 6 1 6 4 4 3 6 1 6 1 6 2 1 3 2 2 2
[433] 2 1 5 2 5 4 2 1 6 2 6 2 2 1 4 3 1 2 6 5 5 4 3 4 2 2 2 1 4 3 2 2 5 4 2 1 2 5 4 4 4 2 6 1 3 1 5 2 5 1 1 3 4 1 2 1 4 1 6 6 1 2 3 4 3 6 5 2 5 6 1 1
[505] 2 3 1 5 2 2 1 6 6 1 1 2 6 5 2 4 1 1 2 2 6 6 3 6 6 4 1 1 2 2 3 1 4 4 2 2 6 5 2 1 4 6 2 3 6 5 5 6 3 6 2 6 2 2 6 4 5 6 6 6 4 5 3 1 2 2 4 2 3 4 4 3
[577] 2 5 4 1 6 4 5 2 3 1 2 6 6 2 2 4 5 6 2 4 4 5 1 3 1 4 4 5 3 1 1 6 6 6 5 4 5 5 3 6 4 4 5 6 3 1

Within cluster sum of squares by cluster:
[1]  530.2404 1007.9397  443.6147  818.0674 1044.9111  792.3165
 (between_SS / total_SS =  90.5 %)

Available components:

[1] "cluster"      "centers"      "totss"        "withinss"     "tot.withinss" "betweenss"    "size"         "iter"         "ifault"      
>>>>>>> Stashed changes
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes
#average silhouette for cluster  k=6
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
<<<<<<< Updated upstream =======

>>>>>>> Stashed changes
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
<<<<<<< Updated upstream =======
[1] 4637.09
>>>>>>> Stashed changes <<<<<<< Updated upstream ======= >>>>>>> Stashed changes
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
<<<<<<< Updated upstream
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
======= cat("BCubed Precision:", precision, "\n")
BCubed Precision: 0.009646302 
cat("BCubed Recall:", recall, "\n")
BCubed Recall: 1 
>>>>>>> Stashed changes
Measure K=3 K=4 K=6
Average Silhouette width 0.55 0.54 0.52
Total within-cluster sum of square 10330.95 7024.453 4559.055
BCubed precision 0.00482315 0.00643087 0.00964630
BCubed recall 1.00 1.00 1.00
<<<<<<< Updated upstream

As the graph of K=6 illustrates , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and wide distance in the cluster itself as the high value of wss indicate (90.5%) ,the recall value is 1 wich means that all items that must belong to their specified cluster has been correctly identified , the value of precision 0.00964630 is low which can be duo to the presence of outliers, the value of average silhouette width is 0.52 which is lower than the other K values.

Overall, the plots suggest that dividing the data into 3 clusters rather than 4 or 6 clusters seems appropriate because of the highest average Silhouette score. This implies that the 3-cluster solution has better cohesion and separation among the clusters: each data point is, on average, closer to its own cluster center and farther from other cluster centers compared to the 4 and 6 cluster solutions. The high average Silhouette score indicates that the 3-cluster model provides a more meaningful and well-defined cluster structure, where each cluster is distinct and contains members that are more similar to each other than to members of other clusters. This can lead to more actionable insights and reliable interpretations of the data’s underlying patterns.

---
title: "Global video games sales"
output: html_notebook
---



# Phase1:
# Proplem:
We live in a time when video games are extremely popular. The global video game market continues to grow year-on-year, and the industry is now valued at over $100 billion worldwide. With technology continuously pushing the boundaries, video games have only become more popular and more high-quality. Gameplay mechanics, cutting-edge graphics, and intricate storylines make today's games more immersive than ever before. We chose this dataset to gain insights on the popularity of upcoming games.  


# Class label:
Popular' is our class label, we will use Global_Sales attribute to predict whether a game will sell 1000000 or more globally. 


# Data Mining Task:
Our data mining task is to predict the popularity of upcoming games using regression.


# Description of the dataset:
The dataset provided by vgchartz.com supply us with a valuable resource to explore the platforms and genres of the top 16599 global video games. Through it, we can analyze the most popular platforms and genres that are influencing global sales, and detectr how regions' sales affect global sales. 

# Our goal:

Our goal  from studying this dataset is to utilize regression techniques on the input data to make predictions about the popularity of upcoming games.

# Source and link:
Source: Kaggle

URL link: https://www.kaggle.com/datasets/gregorut/videogamesales




# Attributes description:


| **Attributes name** | **Description**                   | **Data type** | 
|-----------------------------|-------------------------------------|---------------------|
|Rank               | Ranking of the game based on global sales. | Numeric       |
| Name            | Name of the game. | Nominal       | 
| Platform      | Platform the game was released on. | Nominal       | 
| Year               | Year the game was released. | Ordinal       | 
| Genre            | Genre of the game | Nominal       | 
| Publisher      | Publisher of the game. | Nominal       | 
| NA_Sales      | Sales of the game in North America | Numeric (ratio-scaled)       | 
| EU_Sales       | Sales of the game in Europe | Numeric (ratio-scaled)        | 
| JP_Sales        | Sales of the game in Japan | Numeric (ratio-scaled)        | 
| Other_Sales | Sales of the game in other regions | Numeric (ratio-scaled)        | 
| Global_Sales  | Total sales of the game worldwide | Numeric (ratio-scaled)     |     






# loading libraries needed for our data mining tasks:
```{r}
library(outliers) 
library(dplyr)
library(Hmisc)
library(ggplot2)
library(mlbench)
library(caret)
library(factoextra)
library(cluster)
options(max.print=9999999)
```





# Importing our dataset:
```{r}
dataset=read.csv("Dataset/vgsales.csv")
```




# General info about our dataset:

checking number of rows and columns, and cheking dimensionality and coulumns names:
```{r}
nrow(dataset)
ncol(dataset)
dim(dataset)
names(dataset)
```




Dataset structure:
```{r}
str(dataset)
```



sample of raw dataset(first 10 rows):
```{r}
head(dataset, 10)
```

sample of raw dataset(last 10 rows):
```{r}
tail(dataset, 10)
```

Five number summary of each attribute in our dataset:
```{r}
summary(dataset)
```

variance of numeric data:
```{r}
var(dataset$NA_Sales)
var(dataset$EU_Sales)
var(dataset$JP_Sales)
var(dataset$Other_Sales)
var(dataset$Global_Sales)
```






# Graphs:

```{r}
dataset2 <- dataset %>% sample_n(50)
tab <- dataset2$Platform %>% table()
precentages <- tab %>% prop.table() %>% round(3) * 100 
txt <- paste0(names(tab), '\n', precentages, '%') 

pie(tab, labels=txt , main = "Pie chart of Platform") 

```

This pie chart illustrate platforms of global video games , We notice from the pie chart of platform attribute that releasing a game for PS users will increase the popularity of the game since it is the most common platform among gamers. 





```{r}
# coloring barplot and adding text
tab<-dataset$Genre %>% table() 

precentages<-tab %>% prop.table() %>% round(3)*100 

txt<-paste0(names(tab), '\n',precentages,'%') 

bb <- dataset$Genre %>% table() %>% barplot(axisnames=F, main = "Barplot for Popular genres ",ylab='count',col=c('pink','blue','lightblue','green','lightgreen','red','orange','red','grey','yellow','azure','olivedrab')) 

text(bb,tab/2,labels=txt,cex=1.5) 
```
This barplot illustrates popularity of global video games genres ,In terms of genre, action games are the most popular, followed by sports and music games. It is safe to assume that a high number of genres of this nature exist due to their popularity and sales.





```{r}
boxplot(dataset$NA_Sales , main="
BoxPlot for NA_Sales")
```
The boxplot of the NA_Sales  (Sales of the game in north America) attribute indicates that the values are close to each other ,and there are a lot of outliers since the dataset represents all the north America sales of video games.

```{r}
boxplot(dataset$EU_Sales, main="
 BoxPlot for EU_Sales")
```
The boxplot of the EU_Sales (sales of the game in Europe) attribute indicates that the values are close to each other, and there are a lot of outliers since the dataset represents all the Europe sales of video games.

```{r}
boxplot(dataset$JP_Sales , main="
 BoxPlot for JP_Sales")
```
The boxplot of the JP_Sales (sales of the game in Japan) attribute indicates that the values are close to each other, and there are a lot of outliers since the dataset represents all the Japan sales of video games.


```{r}
boxplot(dataset$Other_Sales , main="
 BoxPlot for Other_Sales") 
```  

The boxplot of the Other-sales attribute indicate that the values are close to each other ,and there is a lot of outliers since the dataset represents the global sales of video games. 




```{r}
boxplot(dataset$Global_Sales , main="BoxPlot for Global_Sales")

```  
The boxplot of the Global-sales attribute indicate that the values are close to each other ,and there is a lot of outliers since the dataset represents the global sales of video games. 



```{r}
qplot(data = dataset, x=Global_Sales,y=Genre,fill=I("yellow"),width=0.5 ,geom = "boxplot" , main = "BoxPlots for genre and Global_Sales")
```

In the boxplot we can see that all the genres have Glob_ sales close to each other, but we notice an outlier that reaches more than 80 Glob_ sales which is a game with genre sports. 

```{r}
dataset$Year %>% table() %>% barplot( main = "Barplot for year")
```

 The barplot of year illustrate that the number of video games were low from 1980 until 2000 , then number of games increased to more than 1200 till 2012.


```{r}
pairs(~NA_Sales + EU_Sales + JP_Sales + Other_Sales + Global_Sales, data = dataset,
      main = "Sales Scatterplot")
```    
We used Scatterplot to determine the type of correlation we have between the sales; we can see that the majority have positive correlation with each other. 
 
 
      
# (Pre - processing):

# Varaible transformation:
```{r}
dataset$Rank=as.character(dataset$Rank)
```
We transformed the Rank from numric to char,because we will use them as ordinal data.

# Null checking:
we checked nulls values to know how many nulls values we have, so we can determine how we will deal with them.
```{r}
sum(is.na(dataset$Rank))
NullRank<-dataset[dataset$Rank=="N/A",]
NullRank
```
checking for nulls in Rank (there is no nulls)
```{r}
sum(is.na(dataset$Name))
NullName<-dataset[dataset$Name=="N/A",]
NullName
```

checking for nulls in name (there is no nulls)

```{r}
sum(is.na(dataset$Platform))
NullPlatform<-dataset[dataset$Platform=="N/A",]


```
checking for nulls in Platform(there is no nulls)

```{r}
sum(is.na(dataset$Year))
NullYear<-dataset[dataset$Year=="N/A",]
NullYear
```
checking for nulls in year
we won't delete the null and we will leave them as global constant because we want the sales data out of them.

```{r}
sum(is.na(dataset$Genre))
NullGenre<-dataset[dataset$Genre=="N/A",]
NullGenre
```
checking for nulls in Genre(there is no nulls)

```{r}
sum(is.na(dataset$Publisher))
NullPublisher<-dataset[dataset$Publisher=="N/A",]
NullPublisher
```
checking for nulls in Publisher.
we won't delete the null and we will leave them as global constant as it is because we want the sales data of them.

```{r}
sum(is.na(dataset$NA_Sales))
NullNA_Sales<-dataset[dataset$NA_Sales=="N/A",]
NullNA_Sales
```
checking for nulls in NA_Sales (there is no nulls)

```{r}
sum(is.na(dataset$EU_Sales))
NullEU_Sales<-dataset[dataset$EU_Sales=="N/A",]
NullEU_Sales
```
checking for nulls in EU_Sales (there is no nulls)

```{r}
sum(is.na(dataset$JP_Sales))
NullJP_Sales<-dataset[dataset$JP_Sales=="N/A",]
NullJP_Sales
```
checking for nulls in JP_Sales (there is no nulls)


```{r}
sum(is.na(dataset$Other_Sales))
NullOther_Sales<-dataset[dataset$Other_Sales=="N/A",]


```
There is no null values in the other_sales.

```{r}
sum(is.na(dataset$Global_Sales))
NullGlobal_Sales<-dataset[dataset$Global_Saless=="N/A",]


```
There is no null values in the Global_Sales.

# Encoding:
We will encode our categorical data since most machine learning algorithms work with numbers rather than text.

```{r}
dataset$Platform=factor(dataset$Platform,levels=c("2600","3DO","3DS","DC","DS","GB","GBA","GC","GEN","GG","N64","NES","NG","PC","PCFX","PS","PS2","PS3","PS4","PSP","PSV","SAT","SCD","SNES","TG16","Wii","WiiU","WS","X360","XB","XOne"), labels=c(1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31))
```
this column will be encoded to facilitate our data mining task.

```{r}
dataset$Genre=factor(dataset$Genre,levels=c("Action","Adventure","Fighting","Platform","Puzzle","Racing","Role-Playing","Shooter","Simulation","Sports","Strategy","Misc"),labels=c(1,2,3,4,5,6,7,8,9,10,11,12))
```
Since most machine learning algorithms work with numbers and not with text or categorical variables, this column will be encoded to facilitate our data mining task.

# Outliers:
Analyses and statistical models can be ruined by outliers, making it difficult to detect a true effect. Therefore, we are checking for them and removing them if we find any.

outlier of NA_Sales
```{r}
OutNA_Sales = outlier(dataset$NA_Sales, logical =TRUE)
sum(OutNA_Sales)
Find_outlier = which(OutNA_Sales ==TRUE, arr.ind = TRUE)

```
outlier of EU_Sales
```{r}
OutEU_Sales = outlier(dataset$EU_Sales, logical =TRUE)
sum(OutEU_Sales)
Find_outlier = which(OutEU_Sales ==TRUE, arr.ind = TRUE)
```
outlier of JP_Sales
```{r}
OutJP_Sales = outlier(dataset$JP_Sales, logical =TRUE)
sum(OutJP_Sales)
Find_outlier = which(OutJP_Sales ==TRUE, arr.ind = TRUE)
```

outlier of other_sales 
```{r}
OutOS=outlier(dataset$Other_Sales, logical=TRUE)  
sum(OutOS)  
Find_outlier=which(OutOS==TRUE, arr.ind=TRUE)  

```


outlier of Global_sales 

```{r}
OutGS=outlier(dataset$Global_Sales, logical=TRUE)  
sum(OutGS)  
Find_outlier=which(OutGS==TRUE, arr.ind=TRUE)  

```



# Remove outliers 
```{r}
dataset= dataset[-Find_outlier,]
```



# Normalization:
The normalization of data will improve the performance of many machine learning algorithms by accounting for differences in the scale of the input features.

Dataset before normalization:
```{r}
datsetWithoutNormalization<-dataset
```


```{r}
normalize <- function(x) {return ((x - min(x)) / (max(x) - min(x)))}
dataset$NA_Sales<-normalize(datsetWithoutNormalization$NA_Sales)
dataset$EU_Sales<-normalize(datsetWithoutNormalization$EU_Sales)
dataset$JP_Sales<-normalize(datsetWithoutNormalization$JP_Sales)
dataset$Other_Sales<-normalize(datsetWithoutNormalization$Other_Sales)
dataset$Global_Sales<-normalize(datsetWithoutNormalization$Global_Sales)
```
We chose min-max normalization instead of z-score normalization because min-max transform the data into a specific range, which enhances its suitability for visualization and comparison. Additionally, it simplifies the process of assessing attribute importance and their contributions to the model.





# Feautre selection:

Our class label (popular) refers to Global_Sales.because we have multiple regions sales we chose to evaluate each region sales based on their importance to (global_sales) column,and those that are less important will be deleted from the dataset.


Use roc_curve area as score
```{r}
roc_imp <- filterVarImp(x = dataset[,7:10], y = dataset$Global_Sales)
```


Sort the score in decreasing order
```{r}
roc_imp <- data.frame(cbind(variable = rownames(roc_imp), score = roc_imp[,1]))
roc_imp$score <- as.double(roc_imp$score)
roc_imp[order(roc_imp$score,decreasing = TRUE),]
```


we will remove the (JP_Sales) because it is of low importance to our class_label(Global_Sales)
```{r}
dataset<- dataset[,-9]
```
# Dataset balncing and discritization:
```{r}
#Discritization

dataBeforDiscertize=(dataset[,7:10])
library("arules")
dataAfterDiscertize=discretizeDF(
dataBeforDiscertize)
unique(dataAfterDiscertize[,1])
unique(dataAfterDiscertize[,2])
unique(dataAfterDiscertize[,3])
unique(dataAfterDiscertize[,4])
levels(dataAfterDiscertize$NA_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$EU_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$Other_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$Global_Sales)<-c("low","medium","high")
#Balancing
dataset[,7:10]=dataAfterDiscertize[,1:4]
library(groupdata2)
dataset<-downsample(dataset,cat_col="Global_Sales")


```


# Dataset after pre-processing:
```{r}
print(dataset)
```

We performed balancing and discritization because we notice from the graphs that our dataset is inbalanced.




# Data Mining Techniques:

# Classification:

The goal of classification is to build a model or algorithm that can generalize patterns and relationships observed in the training data to make accurate predictions on unseen data. The model learns from the labeled examples in the training set, where each example consists of a set of input features and a corresponding known class label.

# information gain(ID3 alogrithm)
The ID3 (Iterative Dichotomiser 3) algorithm utilizes information gain as a key criterion for splitting nodes in the tree. It was developed by Ross Quinlan and is one of the earliest algorithms for building decision trees.In order to construct a decision tree, each node must be selected in a recursive manner for the maximum Information Gain. At each step, the algorithm selects the attribute with the highest Information Gain to split the data, and this process continues until a stopping criterion is reached.

# ID3 alogrithm:90% taining set, 10% testing set
```{r}
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.9, 0.1))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
table(predict(dataset_ctree), trainData$Global_Sales)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)
 
acc90ctree <- co_result$overall["Accuracy"]
acc90ctree=acc90ctree*100
```

```{r}
precision90ctree=(((442/862)+(281/916)+(454/1010))/3)*100
sensitivity90ctree=(( 0.8080+0.5165+0.8731)/3)*100
specificity90ctree=(( 0.8102+0.8585+0.9258)/3)*100
```

# ID3 alogrithm:80% taining set, 20% testing set
```{r}
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.8, 0.2))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
table(predict(dataset_ctree), trainData$Global_Sales)
print(dataset_ctree)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)

acc80ctree <- co_result$overall["Accuracy"]
acc80ctree=acc80ctree*100
```

```{r}
precision80ctree=(((930/1739)+(548/1890)+(927/2056))/3)*100
sensitivity80ctree=((0.8439+0.5037+ 0.8505)/3)*100
specificity80ctree=((0.7984+0.8622+0.9388)/3)*100
```




# ID3 alogrithm:70% taining set, 30% testing set
```{r}
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.7, 0.3))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
table(predict(dataset_ctree), trainData$Global_Sales)
print(dataset_ctree)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)

acc70ctree <- co_result$overall["Accuracy"]
acc70ctree=acc70ctree*100
```

```{r}
precision70ctree=((( 1339/2682)+( 913/2738)+(1349/3081))/3)*100
sensitivity70ctree=((0.8091+0.5581+0.8384)/3)*100
specificity70ctree=((0.8265+0.8388+0.9362)/3)*100

```

# Evaluation and comparison
```{r}
table=matrix(c(acc90ctree,acc80ctree,acc70ctree
               ,precision90ctree,precision80ctree,precision70ctree,
               sensitivity90ctree,sensitivity80ctree,sensitivity70ctree,
               specificity90ctree,specificity80ctree,specificity70ctree
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable
```

The accuracy measurement is not always enough to determine the best split of dataset to create the model
starting with the highest accuracy(70% training,30% test) we can see that the sensitivity is very close to the accuracy so it’s balanced and we might consider it good choice for the model

Then we have (90% training,10% test) 
It has a Precision=42.3% which means our model correctly predict more than 43% out of all the predictions made, but it has the least accuracy percentage (73.06%) so it’s not the best option.


Lastly (80% training,20% test) 
precision=42.5% and it also has the highest Precision among other split and high accuracy (73.3%)
so it’s might be a good choice for the model



#C5.0 method
In decision tree algorithms, such as the C5.0 algorithm, the Gain Ratio is used to measure the effectiveness of splitting nodes during the tree-building process. Information gain is one of the limitations of other splitting criteria, which is why the Gain Ratio was developed.
Using the Gain Ratio at each node of the decision tree, the C5.0 algorithm, an extension of C4.5, determines the best attribute to split on. Gain Ratios are particularly useful when dealing with attributes with different categories or levels
# C5.0 tree: 80% traning set, and 20% testing set

```{r}
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.8, 0.2))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
model <- C5.0(myFormula, data=trainData)
plot(model)
pred <- predict(object=model, newdata=testData, type="class")
result<-table(pred, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc80C50 <- co_result$overall["Accuracy"]
acc80C50=acc80C50*100
```

```{r}
precision80C50=((( 946/1728)+( 532/1915)+(936/2051))/3)*100
sensitivity80C50=((0.8584+0.4890+0.8587)/3)*100
specificity80C50=((0.7934+0.8736+0.9365)/3)*100
```



# C5.0 tree: 70% traning set, and 30% testing set
```{r}
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.7, 0.3))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
model <- C5.0(myFormula, data=trainData)
plot(model)
results <- predict(object=model, newdata=testData, type="class")
result<-table(results, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc70C50 <- co_result$overall["Accuracy"]
acc70C50=acc70C50*100
```

```{r}
precision70C50=((( 1454/2551)+(792/2858)+(1346/3083))/3)*100
sensitivity70C50=((  0.8785+0.4841+ 0.8365)/3)*100
specificity70C50=((0.7861+0.8756+0.9368)/3)*100
```

# C5.0 tree: 90% traning set, and 10% testing set
```{r}
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.9, 0.1))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
model <- C5.0(myFormula, data=trainData)
plot(model)
results <- predict(object=model, newdata=testData, type="class")
result<-table(results, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc90C50 <- co_result$overall["Accuracy"]
acc90C50=acc90C50*100
```

```{r}
precision90C50=(((450/853)+(268/932)+(460/1004))/3)*100
sensitivity90C50=(( 0.8227+0.4926+0.8846)/3)*100
specificity90C50=(( 0.8017+0.8735+0.9203)/3)*100
```
# Evaluation and comparison
```{r}
table=matrix(c(acc90C50,acc80C50,acc70C50
               ,precision90C50,precision80C50,precision70C50,
               sensitivity90C50,sensitivity80C50,sensitivity70C50,
               specificity90C50,specificity80C50,specificity70C50
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable
```

we can  clearly see that results are very close to that information again results.
The split that had the highest accuracy is (80% training,20% test) and also had the highest Precision among all the split  and has a sensitivity very close to the accuracy 
which make it balanced and a good choice for the model.

At the same time (70% training,30% test) split had very close accuracy to the previous split but it also had less sensitivity result which is 73.2% so it doesn’t really make it a good choice.

Lastly (90% training,10% test) 
It has the lowest accuracy (73.12%) and Precision(42.4%)
So it’s the least split option to go for the model

#CART 

CART (Classification and Regression Trees) in R uses the Gini index to determine whether a randomly chosen element would be incorrectly classified. In the Gini index, we assess how likely it is for an element to be misclassified if it was randomly chosen. Generally, the lower the Gini index, the better the split.


#CART tree: 90% training and 10% testing
```{r}
set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.9*nrow(dataset)), replace=F)
trainCart90<-dataset[sample,]
testCart10<-dataset[-sample,]
trainCart90<-trainCart90[,c(7:10,3,5)]
testCart10<-testCart10[,c(7:10,3,5)]
```

```{r}
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart10$Global_Sales
fit.tree = rpart(Global_Sales~ ., data=trainCart90, method = "class", cp=4.6816e-04)
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart10, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
```

```{r}
#Accuracy/precision/sensitivity of model is given by
accuracy90=((477+  246 + 456)/nrow(testCart10))*100
precision90=(((477/833)+(246/955)+(456/996))/3)*100
sensitivity90=(((477/547)+(246/535)+(456/523))/3)*100
specificity90=((((833)/1058)+((955)/1070)+((996)/1082))/3)*100
```

#CART tree: 80% training and 20% testing
```{r}
set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.8*nrow(dataset)), replace=F)
trainCart80<-dataset[sample,]
testCart20<-dataset[-sample,]
trainCart80<-trainCart80[,c(7:10,3,5)]
testCart20<-testCart20[,c(7:10,3,5)]
```


```{r}
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart20$Global_Sales
fit.tree = rpart(Global_Sales~ ., data=trainCart80, method = "class", cp=4.6816e-04)
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart20, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
```

```{r}
#Accuracy/precision/sensitivity of model is given by
accuracy80=((873+  541 + 941)/nrow(testCart20))*100
precision80=(((873/1748)+(541/1848)+(941/1968))/3)*100
sensitivity80=(((873/1073)+(541/562)+(941/1087))/3)*100
specificity80=((((1073)/2136)+((562)/2160)+((1087)/2122))/3)*100
```



#CART tree: 70% training and 30% testing
```{r}
set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.7*nrow(dataset)), replace=F)
trainCart70<-dataset[sample,]
testCart30<-dataset[-sample,]
trainCart70<-trainCart70[,c(7:10,3,5)]
testCart30<-testCart30[,c(7:10,3,5)]
```


```{r}
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart30$Global_Sales
fit.tree = rpart(Global_Sales~ ., data=trainCart70, method = "class", cp=4.6816e-04)
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart30, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
```

```{r}
#Accuracy/precision/sensitivity of model is given by
accuracy70=((1364+  787 + 1410)/nrow(testCart30))*100
precision70=(((1364/2572)+(787/2849)+(1410/2953))/3)*100
sensitivity70=(((1364/1610)+(321/1570)+(875/1633))/3)*100
specificity70=((((1610)/3203)+((1570)/3243)+((1633)/3180))/3)*100
```


#CART tree result Evaluation and analysis:
```{r}
table=matrix(c(accuracy90,accuracy80,accuracy70
               ,precision90,precision80,precision70,
               sensitivity90,sensitivity80,sensitivity70,
               specificity90,specificity80,specificity70
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable
```

# Evaluation and comparison
First we used the above partitioning for the training set/testing set;An evaluation of a model's  based on one dataset may not be accurate. Different sets of training and test data help to obtain a more sound evaluation of the model.

From the result above we can see that the 70% training set, 30% testing set gave the best accuracy but we don't only judge the accuracy, because if we do that we may use an imbalanced set, let's compare the sensitivity/specificity too, we can notice that the sensitivity  of the 70% training set, 30% testing set is pretty low(53%) so it has imbalance issues so even if the accuracy is high we won't consider it as the best model.
We will see the results of the second best accuracy set which is:90% training set, 10% testing set,
the sensitivity is pretty high(73.5%, and 87% respectively) we will compare it to 80% and 20% who has sensitivity/specificity of(88%, and 42.5% respectively), since the 90% training set, 10% testing set
has the best specificity between the two we will consider it as the best training/testing set.



# Clustring:

Clustering is a technique used to group similar data points together based on their inherent characteristics or similarities.
 So our goal of clustering is to identify patterns, structures, or relationships within 
a dataset without any prior knowledge of the groups or classes that may exist.


# 1:Preprossening before clustring 

before starting the clustring process we need to remove the class label since clustring is an unsupervised learning , but before removing the class label We stored it in a varible just in case of further need(We need it to compute Bcubed precision and recall),Then we need to transform each factor coulnm to numeric because it's essential to convert factor variables to numeric ones due to the algorithmic requirements of clustring(Kmeans) and the characteristics of factor variables.

```{r}
# We stored the class label in a varible just in case of further need(We need it to compute Bcubed precision and recall)

classLabel<-dataset$Global_Sales 

```


```{r}
# Removing the classLabel before the clustring process
datasetClustering<- dataset[,-10]
```


```{r}
# We removed columns that are not relevant to the clustering process and can distort the result 
datasetClustering <- dataset[, setdiff(3:9, c(4, 6))]
View(datasetClustering)
```


```{r}

##converting factors to numric to apply kmeans method , it's essential to convert factor variables to numeric ones due to the algorithmic requirements of K-means and the characteristics of factor variables.

datasetClustering$Platform <- as.numeric(as.character(datasetClustering$Platform))
datasetClustering$Genre <- as.numeric(as.character(datasetClustering$Genre))
View(datasetClustering)
```

After preprocessing the data now we will start performing the clustering technique on the processed dataset.




# 2:Kmeans

We chose K-means clustering as our clustring method because it excels in handling large datasets, offering prompt and easily understandable insights. It is beneficial for exploring data, facilitating the quick detection of potential data clusters.

# 3:Choosing the number of clusters K

# 1-Silhouette method
This graph depicts the process of finding the optimal number of clusters for a dataset using the Silhouette method. The x-axis represents the number of clusters (k) considered in the analysis, ranging from 1 to 10. The y-axis shows the average Silhouette width, which is a measure of how similar an object is to its own cluster compared to other clusters.

```{r}
fviz_nbclust(datasetClustering, kmeans, method = "silhouette")+
  labs(subtitle = "Silhouette method")
```

The plot shows a peak at k=3, where the average Silhouette score is the highest. This suggests that the data points are, on average, closer to other points in their own cluster and farther from points in other clusters when the data is divided into three clusters. As a result, according to the Silhouette method, k=3 is the optimal number of clusters.

# 2- Elbow method
The Elbow Method using Within-Cluster Sum of Squares (WSS) is a technique to determine the optimal number of clusters in K-means clustering. It involves running the clustering algorithm for a range of cluster numbers and calculating the WSS for each. WSS is the sum of squared distances of each point to its cluster centroid. As the number of clusters increases, WSS tends to decrease; the goal is to find the point where increasing the number of clusters does not lead to a significant decrease in WSS. This point, visually resembling an elbow on a plot of WSS against the number of clusters, is considered the optimal number of clusters.
```{r}
fviz_nbclust(datasetClustering, kmeans, method = "wss") +
  geom_vline(xintercept = 4, linetype = 2)+
  labs(subtitle = "Elbow method")
```

As shown in the above graph , 4 is the value that resembles an elbow in the plot(The turnning point) wich means it is the optimal value of K the we will use in our clustring process.

In conclusion, we will choose K=4 for our clustering process, as it marks the turning point on the Elbow Method curve, indicating an optimal balance in cluster compactness and separation. Additionally, we will utilize K=3 and K=6, as these values maximize the average silhouette width, with K=3 being the primary maximizer and K=6 the secondary. By selecting these specific K values, we aim to achieve a satisfactory level of precision and recall in our clustering analysis, ensuring both the relevance and completeness of the clustered data.



# k-means clustering, visualization and evaluation

# 1- k=3 

```{r}
set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 3)

# print the clusterng result
kmeans.result
```



```{r}
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
```

```{r}
#average silhouette for cluster  k=3
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
```

```{r}
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
```

```{r}
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
```

As the graph of K=3 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and wide distance in the cluster itself as the high value of wss  indicate (78.5 %) ,he recall value  is 1 wich means that all items that must belong to their specified cluster has been correctly identified  , the value of precision 0.004823151  is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.55 which is relatively good for the clustering process, Overall, the plot suggests that dividing the data into 3 clusters seems appropriate because the average Silhouette score is high.



# 2- k=4

```{r}
set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 4)

# print the clusterng result
kmeans.result
```



```{r}
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
```

```{r}
#average silhouette for cluster  k=4
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
```

```{r}
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
```

```{r}
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
```

As the graph of K=4 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and some wide distance in the cluster itself as the high value of wss indicate(85.3 %) ,the recall value  is 1 wich means that all items that must belong to their specified cluster has been correctly identified , the value of precision  0.006430868  is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.54 which is relatively good for the clustering process but it is lower than K=3, Overall, the plot suggests that dividing the data into 4 clusters seems appropriate but it would better if choose k=3 because it has highest average silhouette value .


# 3- k=6

```{r}
set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 6)

# print the clusterng result
kmeans.result
```



```{r}
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
```

```{r}
#average silhouette for cluster  k=6
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
```

```{r}
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
```

```{r}
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
```



| Measure                             | K=3        | K=4        | K=6        |
|:------------------------------------|-----------:|-----------:|-----------:|
| Average Silhouette width            | 0.55       | 0.54       | 0.52       |
| Total within-cluster sum of square  | 10330.95   | 7024.453   | 4559.055   |
| BCubed precision                    | 0.00482315 | 0.00643087 | 0.00964630 |
| BCubed recall                       | 1.00       | 1.00       | 1.00       |




As the graph of K=6 illustrates , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and wide distance in the cluster itself as the high value of wss indicate (90.5%) ,the recall value  is 1 wich means that all items that must belong to their specified cluster has been correctly identified , the value of precision 0.00964630 is low which can be duo to the presence of outliers, the value of average silhouette width is 0.52 which is lower than the other K values. 

Overall, the plots suggest that dividing the data into 3 clusters rather than 4 or 6 clusters seems appropriate because of the highest average Silhouette score. This implies that the 3-cluster solution has better cohesion and separation among the clusters: each data point is, on average, closer to its own cluster center and farther from other cluster centers compared to the 4 and 6 cluster solutions. The high average Silhouette score indicates that the 3-cluster model provides a more meaningful and well-defined cluster structure, where each cluster is distinct and contains members that are more similar to each other than to members of other clusters. This can lead to more actionable insights and reliable interpretations of the data's underlying patterns.



=======

As the graph of K=6 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and wide distance in the cluster itself as the high value of wss indicate (90.5%) ,the recall value is acceptable which is 0.22 and it is the lowest value between the other clusters, the value of precision 0.02 is low which can be duo to the presence of outliers, the value of average silhouette width is 0.52 which is bad for the clustering process it. Overall, the plot suggests that dividing the data into 3 clusters seems appropriate because the average Silhouette score .

---
title: "Global video games sales"
output: html_notebook
---



# Phase1:
# Proplem:
We live in a time when video games are extremely popular. The global video game market continues to grow year-on-year, and the industry is now valued at over $100 billion worldwide. With technology continuously pushing the boundaries, video games have only become more popular and more high-quality. Gameplay mechanics, cutting-edge graphics, and intricate storylines make today's games more immersive than ever before. We chose this dataset to gain insights on the popularity of upcoming games. 


# Class label:
Popular' is our class label, we will use Global_Sales attribute to predict whether a game will sell 1000000 or more globally. 


# Data Mining Task:
Our data mining task is to predict the popularity of upcoming games using regression.


# Description of the dataset:
The dataset provided by vgchartz.com supply us with a valuable resource to explore the platforms and genres of the top 16599 global video games. Through it, we can analyze the most popular platforms and genres that are influencing global sales, and detectr how regions' sales affect global sales. 

# Our goal:

Our goal  from studying this dataset is to utilize regression techniques on the input data to make predictions about the popularity of upcoming games.

# Source and link:
Source: Kaggle

URL link: https://www.kaggle.com/datasets/gregorut/videogamesales




# Attributes description:


| **Attributes name** | **Description**                   | **Data type** | 
|-----------------------------|-------------------------------------|---------------------|
|Rank               | Ranking of the game based on global sales. | Numeric       |
| Name            | Name of the game. | Nominal       | 
| Platform      | Platform the game was released on. | Nominal       | 
| Year               | Year the game was released. | Ordinal       | 
| Genre            | Genre of the game | Nominal       | 
| Publisher      | Publisher of the game. | Nominal       | 
| NA_Sales      | Sales of the game in North America | Numeric (ratio-scaled)       | 
| EU_Sales       | Sales of the game in Europe | Numeric (ratio-scaled)        | 
| JP_Sales        | Sales of the game in Japan | Numeric (ratio-scaled)        | 
| Other_Sales | Sales of the game in other regions | Numeric (ratio-scaled)        | 
| Global_Sales  | Total sales of the game worldwide | Numeric (ratio-scaled)     |     






# loading libraries needed for our data mining tasks:
```{r}
library(outliers) 
library(dplyr)
library(Hmisc)
library(ggplot2)
library(mlbench)
library(caret)
library(factoextra)
library(cluster)
options(max.print=9999999)
```





# Importing our dataset:
```{r}
dataset=read.csv("Dataset/vgsales.csv")
```




# General info about our dataset:

checking number of rows and columns, and cheking dimensionality and coulumns names:
```{r}
nrow(dataset)
ncol(dataset)
dim(dataset)
names(dataset)
```




Dataset structure:
```{r}
str(dataset)
```



sample of raw dataset(first 10 rows):
```{r}
head(dataset, 10)
```

sample of raw dataset(last 10 rows):
```{r}
tail(dataset, 10)
```

Five number summary of each attribute in our dataset:
```{r}
summary(dataset)
```

variance of numeric data:
```{r}
var(dataset$NA_Sales)
var(dataset$EU_Sales)
var(dataset$JP_Sales)
var(dataset$Other_Sales)
var(dataset$Global_Sales)
```






# Graphs:

```{r}
dataset2 <- dataset %>% sample_n(50)
tab <- dataset2$Platform %>% table()
precentages <- tab %>% prop.table() %>% round(3) * 100 
txt <- paste0(names(tab), '\n', precentages, '%') 

pie(tab, labels=txt , main = "Pie chart of Platform") 

```

This pie chart illustrate platforms of global video games , We notice from the pie chart of platform attribute that releasing a game for PS users will increase the popularity of the game since it is the most common platform among gamers. 





```{r}
# coloring barplot and adding text
tab<-dataset$Genre %>% table() 

precentages<-tab %>% prop.table() %>% round(3)*100 

txt<-paste0(names(tab), '\n',precentages,'%') 

bb <- dataset$Genre %>% table() %>% barplot(axisnames=F, main = "Barplot for Popular genres ",ylab='count',col=c('pink','blue','lightblue','green','lightgreen','red','orange','red','grey','yellow','azure','olivedrab')) 

text(bb,tab/2,labels=txt,cex=1.5) 
```
This barplot illustrates popularity of global video games genres ,In terms of genre, action games are the most popular, followed by sports and music games. It is safe to assume that a high number of genres of this nature exist due to their popularity and sales.





```{r}
boxplot(dataset$NA_Sales , main="
BoxPlot for NA_Sales")
```
The boxplot of the NA_Sales  (Sales of the game in north America) attribute indicates that the values are close to each other ,and there are a lot of outliers since the dataset represents all the north America sales of video games.

```{r}
boxplot(dataset$EU_Sales, main="
 BoxPlot for EU_Sales")
```
The boxplot of the EU_Sales (sales of the game in Europe) attribute indicates that the values are close to each other, and there are a lot of outliers since the dataset represents all the Europe sales of video games.

```{r}
boxplot(dataset$JP_Sales , main="
 BoxPlot for JP_Sales")
```
The boxplot of the JP_Sales (sales of the game in Japan) attribute indicates that the values are close to each other, and there are a lot of outliers since the dataset represents all the Japan sales of video games.


```{r}
boxplot(dataset$Other_Sales , main="
 BoxPlot for Other_Sales") 
```  

The boxplot of the Other-sales attribute indicate that the values are close to each other ,and there is a lot of outliers since the dataset represents the global sales of video games. 




```{r}
boxplot(dataset$Global_Sales , main="BoxPlot for Global_Sales")

```  
The boxplot of the Global-sales attribute indicate that the values are close to each other ,and there is a lot of outliers since the dataset represents the global sales of video games. 



```{r}
qplot(data = dataset, x=Global_Sales,y=Genre,fill=I("yellow"),width=0.5 ,geom = "boxplot" , main = "BoxPlots for genre and Global_Sales")
```

In the boxplot we can see that all the genres have Glob_ sales close to each other, but we notice an outlier that reaches more than 80 Glob_ sales which is a game with genre sports. 

```{r}
dataset$Year %>% table() %>% barplot( main = "Barplot for year")
```

 The barplot of year illustrate that the number of video games were low from 1980 until 2000 , then number of games increased to more than 1200 till 2012.


```{r}
pairs(~NA_Sales + EU_Sales + JP_Sales + Other_Sales + Global_Sales, data = dataset,
      main = "Sales Scatterplot")
```    
We used Scatterplot to determine the type of correlation we have between the sales; we can see that the majority have positive correlation with each other. 
 
 
      
# (Pre - processing):

# Varaible transformation:
```{r}
dataset$Rank=as.character(dataset$Rank)
```
We transformed the Rank from numric to char,because we will use them as ordinal data.

# Null checking:
we checked nulls values to know how many nulls values we have, so we can determine how we will deal with them.
```{r}
sum(is.na(dataset$Rank))
NullRank<-dataset[dataset$Rank=="N/A",]
NullRank
```
checking for nulls in Rank (there is no nulls)
```{r}
sum(is.na(dataset$Name))
NullName<-dataset[dataset$Name=="N/A",]
NullName
```

checking for nulls in name (there is no nulls)

```{r}
sum(is.na(dataset$Platform))
NullPlatform<-dataset[dataset$Platform=="N/A",]


```
checking for nulls in Platform(there is no nulls)

```{r}
sum(is.na(dataset$Year))
NullYear<-dataset[dataset$Year=="N/A",]
NullYear
```
checking for nulls in year
we won't delete the null and we will leave them as global constant because we want the sales data out of them.

```{r}
sum(is.na(dataset$Genre))
NullGenre<-dataset[dataset$Genre=="N/A",]
NullGenre
```
checking for nulls in Genre(there is no nulls)

```{r}
sum(is.na(dataset$Publisher))
NullPublisher<-dataset[dataset$Publisher=="N/A",]
NullPublisher
```
checking for nulls in Publisher.
we won't delete the null and we will leave them as global constant as it is because we want the sales data of them.

```{r}
sum(is.na(dataset$NA_Sales))
NullNA_Sales<-dataset[dataset$NA_Sales=="N/A",]
NullNA_Sales
```
checking for nulls in NA_Sales (there is no nulls)

```{r}
sum(is.na(dataset$EU_Sales))
NullEU_Sales<-dataset[dataset$EU_Sales=="N/A",]
NullEU_Sales
```
checking for nulls in EU_Sales (there is no nulls)

```{r}
sum(is.na(dataset$JP_Sales))
NullJP_Sales<-dataset[dataset$JP_Sales=="N/A",]
NullJP_Sales
```
checking for nulls in JP_Sales (there is no nulls)


```{r}
sum(is.na(dataset$Other_Sales))
NullOther_Sales<-dataset[dataset$Other_Sales=="N/A",]


```
There is no null values in the other_sales.

```{r}
sum(is.na(dataset$Global_Sales))
NullGlobal_Sales<-dataset[dataset$Global_Saless=="N/A",]


```
There is no null values in the Global_Sales.

# Encoding:
We will encode our categorical data since most machine learning algorithms work with numbers rather than text.

```{r}
dataset$Platform=factor(dataset$Platform,levels=c("2600","3DO","3DS","DC","DS","GB","GBA","GC","GEN","GG","N64","NES","NG","PC","PCFX","PS","PS2","PS3","PS4","PSP","PSV","SAT","SCD","SNES","TG16","Wii","WiiU","WS","X360","XB","XOne"), labels=c(1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31))
```
this column will be encoded to facilitate our data mining task.

```{r}
dataset$Genre=factor(dataset$Genre,levels=c("Action","Adventure","Fighting","Platform","Puzzle","Racing","Role-Playing","Shooter","Simulation","Sports","Strategy","Misc"),labels=c(1,2,3,4,5,6,7,8,9,10,11,12))
```
Since most machine learning algorithms work with numbers and not with text or categorical variables, this column will be encoded to facilitate our data mining task.

# Outliers:
Analyses and statistical models can be ruined by outliers, making it difficult to detect a true effect. Therefore, we are checking for them and removing them if we find any.

outlier of NA_Sales
```{r}
OutNA_Sales = outlier(dataset$NA_Sales, logical =TRUE)
sum(OutNA_Sales)
Find_outlier = which(OutNA_Sales ==TRUE, arr.ind = TRUE)

```
outlier of EU_Sales
```{r}
OutEU_Sales = outlier(dataset$EU_Sales, logical =TRUE)
sum(OutEU_Sales)
Find_outlier = which(OutEU_Sales ==TRUE, arr.ind = TRUE)
```
outlier of JP_Sales
```{r}
OutJP_Sales = outlier(dataset$JP_Sales, logical =TRUE)
sum(OutJP_Sales)
Find_outlier = which(OutJP_Sales ==TRUE, arr.ind = TRUE)
```

outlier of other_sales 
```{r}
OutOS=outlier(dataset$Other_Sales, logical=TRUE)  
sum(OutOS)  
Find_outlier=which(OutOS==TRUE, arr.ind=TRUE)  

```


outlier of Global_sales 

```{r}
OutGS=outlier(dataset$Global_Sales, logical=TRUE)  
sum(OutGS)  
Find_outlier=which(OutGS==TRUE, arr.ind=TRUE)  

```



# Remove outliers 
```{r}
dataset= dataset[-Find_outlier,]
```



# Normalization:
The normalization of data will improve the performance of many machine learning algorithms by accounting for differences in the scale of the input features.

Dataset before normalization:
```{r}
datsetWithoutNormalization<-dataset
```


```{r}
normalize <- function(x) {return ((x - min(x)) / (max(x) - min(x)))}
dataset$NA_Sales<-normalize(datsetWithoutNormalization$NA_Sales)
dataset$EU_Sales<-normalize(datsetWithoutNormalization$EU_Sales)
dataset$JP_Sales<-normalize(datsetWithoutNormalization$JP_Sales)
dataset$Other_Sales<-normalize(datsetWithoutNormalization$Other_Sales)
dataset$Global_Sales<-normalize(datsetWithoutNormalization$Global_Sales)
```
We chose min-max normalization instead of z-score normalization because min-max transform the data into a specific range, which enhances its suitability for visualization and comparison. Additionally, it simplifies the process of assessing attribute importance and their contributions to the model.





# Feautre selection:

Our class label (popular) refers to Global_Sales.because we have multiple regions sales we chose to evaluate each region sales based on their importance to (global_sales) column,and those that are less important will be deleted from the dataset.


Use roc_curve area as score
```{r}
roc_imp <- filterVarImp(x = dataset[,7:10], y = dataset$Global_Sales)
```


Sort the score in decreasing order
```{r}
roc_imp <- data.frame(cbind(variable = rownames(roc_imp), score = roc_imp[,1]))
roc_imp$score <- as.double(roc_imp$score)
roc_imp[order(roc_imp$score,decreasing = TRUE),]
```


we will remove the (JP_Sales) because it is of low importance to our class_label(Global_Sales)
```{r}
dataset<- dataset[,-9]
```
# Dataset balncing and discritization:
```{r}
#Discritization

dataBeforDiscertize=(dataset[,7:10])
library("arules")
dataAfterDiscertize=discretizeDF(
dataBeforDiscertize)
unique(dataAfterDiscertize[,1])
unique(dataAfterDiscertize[,2])
unique(dataAfterDiscertize[,3])
unique(dataAfterDiscertize[,4])
levels(dataAfterDiscertize$NA_Sales)<-c("low","medium","high")
levels(dataAfterDiscertize$EU_Sales)<-c("low","high")
levels(dataAfterDiscertize$Other_Sales)<-c("low","high")
levels(dataAfterDiscertize$Global_Sales)<-c("low","medium","high")

#Balancing

library(groupdata2)
dataset<-downsample(dataset,cat_col="Global_Sales")


```


# Dataset after pre-processing:
```{r}
print(dataset)
```

We performed balancing and discritization because we notice from the graphs that our dataset is inbalanced.




# Data Mining Techniques:

# Classification:

The goal of classification is to build a model or algorithm that can generalize patterns and relationships observed in the training data to make accurate predictions on unseen data. The model learns from the labeled examples in the training set, where each example consists of a set of input features and a corresponding known class label.

# information gain(ID3 alogrithm)
The ID3 (Iterative Dichotomiser 3) algorithm utilizes information gain as a key criterion for splitting nodes in the tree. It was developed by Ross Quinlan and is one of the earliest algorithms for building decision trees.In order to construct a decision tree, each node must be selected in a recursive manner for the maximum Information Gain. At each step, the algorithm selects the attribute with the highest Information Gain to split the data, and this process continues until a stopping criterion is reached.

# ID3 alogrithm:90% taining set, 10% testing set
```{r}
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.9, 0.1))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
table(predict(dataset_ctree), trainData$Global_Sales)
print(dataset_ctree)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)
 
acc90ctree <- co_result$overall["Accuracy"]
acc90ctree=acc90ctree*100
```

```{r}
precision90ctree=(((486/808)+(243/919)+(422/974))/3)*100
sensitivity90ctree=(( 0.8764+0.4559+0.8423)/3)*100
specificity90ctree=((0.7814+0.8879+0.9128)/3)*100
```

# ID3 alogrithm:80% taining set, 20% testing set
```{r}
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.8, 0.2))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
table(predict(dataset_ctree), trainData$Global_Sales)
print(dataset_ctree)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)

acc80ctree <- co_result$overall["Accuracy"]
acc80ctree=acc80ctree*100
```

```{r}
precision80ctree=(((838/1746)+(578/1799)+(903/1974))/3)*100
sensitivity80ctree=(( 0.7766+0.5479+ 0.8471)/3)*100
specificity80ctree=(( 0.8232+0.8387+0.9250)/3)*100
```




# ID3 alogrithm:70% taining set, 30% testing set
```{r}
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.7, 0.3))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
library(party)
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
dataset_ctree <- ctree(myFormula, data=trainData)
 
table(predict(dataset_ctree), trainData$Global_Sales)
print(dataset_ctree)
plot(dataset_ctree,type="simple")
plot(dataset_ctree)
 
testPred <- predict(dataset_ctree, newdata = testData)
result<-table(testPred, testData$Global_Sales)
result
 
library(e1071)
library(caret)
 
co_result <- confusionMatrix(result)
print(co_result)

acc70ctree <- co_result$overall["Accuracy"]
acc70ctree=acc70ctree*100
```

```{r}
precision70ctree=((( 1341/2558)+( 811/2777)+(1362/2974))/3)*100
sensitivity70ctree=((0.8268+0.5104+0.8598)/3)*100
specificity70ctree=((0.8062+0.8662+ 0.9262)/3)*100

```

# Evaluation and comparison
```{r}
table=matrix(c(acc90ctree,acc80ctree,acc70ctree
               ,precision90ctree,precision80ctree,precision70ctree,
               sensitivity90ctree,sensitivity80ctree,sensitivity70ctree,
               specificity90ctree,specificity80ctree,specificity70ctree
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable
```

The accuracy measurement is not always enough to determine the best split of dataset to create the model.
starting with the highest accuracy(70% training,30% test)
we can see that the sensitivity is very close to the accuracy so it’s balanced and we might consider it good choice for the model

Then we have (90% training,10% test) 
It has a Precision=43.3% which means our model correctly predict more than 43% out of all the predictions made.
and that percentage is higher than all other the splits which is a good thing.

Lastly (80% training,20% test) 
If classifier predicts positive, you can’t trust it since the precision=41.9% and it also has the lowest Precision among other split(41.9%).
so it’s not really a good choice for the model




#C5.0 method
In decision tree algorithms, such as the C5.0 algorithm, the Gain Ratio is used to measure the effectiveness of splitting nodes during the tree-building process. Information gain is one of the limitations of other splitting criteria, which is why the Gain Ratio was developed.
Using the Gain Ratio at each node of the decision tree, the C5.0 algorithm, an extension of C4.5, determines the best attribute to split on. Gain Ratios are particularly useful when dealing with attributes with different categories or levels
# C5.0 tree: 80% traning set, and 20% testing set

```{r}
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.8, 0.2))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
model <- C5.0(myFormula, data=trainData)
plot(model)
pred <- predict(object=model, newdata=testData, type="class")
result<-table(pred, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc80C50 <- co_result$overall["Accuracy"]
acc80C50=acc80C50*100
```

```{r}
precision80C50=((( 912/1700)+( 541/1874)+(894/1982))/3)*100
sensitivity80C50=((0.8452+0.5128+0.8386)/3)*100
specificity80C50=((0.8015+0.8695+0.9288)/3)*100
```



# C5.0 tree: 70% traning set, and 30% testing set
```{r}
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.7, 0.3))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
model <- C5.0(myFormula, data=trainData)
plot(model)
results <- predict(object=model, newdata=testData, type="class")
result<-table(results, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc70C50 <- co_result$overall["Accuracy"]
acc70C50=acc70C50*100
```

```{r}
precision70C50=((( 1331/2594)+( 828/2765)+(1368/2963))/3)*100
sensitivity70C50=(( 0.8206+0.5211+0.8636)/3)*100
specificity70C50=((0.8175+0.8624+0.9228)/3)*100
```

# C5.0 tree: 90% traning set, and 10% testing set
```{r}
library(remotes)
library("C50")
library(printr)
set.seed(15687)
ind <- sample(2, nrow(dataset), replace=TRUE, prob=c(0.9, 0.1))
trainData <- dataset[ind==1,]
testData <- dataset[ind==2,]
myFormula <- Global_Sales ~  NA_Sales +EU_Sales+Other_Sales+Genre+Platform
model <- C5.0(myFormula, data=trainData)
plot(model)
results <- predict(object=model, newdata=testData, type="class")
result<-table(results, testData$Global_Sales)
co_result <- confusionMatrix(result)
print(co_result)
acc90C50 <- co_result$overall["Accuracy"]
acc90C50=acc90C50*100
```

```{r}
precision90C50=((( 433/828)+( 273/870)+(412/988))/3)*100
sensitivity90C50=(( 0.8109+ 0.5122+ 0.8224)/3)*100
specificity90C50=(( 0.8008+0.8406+0.9260)/3)*100
```
# Evaluation and comparison
```{r}
table=matrix(c(acc90C50,acc80C50,acc70C50
               ,precision90C50,precision80C50,precision70C50,
               sensitivity90C50,sensitivity80C50,sensitivity70C50,
               specificity90C50,specificity80C50,specificity70C50
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable
```

we can  clearly see that results are very close to that information again result.
The split that had the highest accuracy is (70% training,30% test) and also had the highest sensitivity among all the split  and very close to the accuracy 
which make it balanced and a good choice for the model.

At the same time (80% training,20% test) split had very close accuracy to the previous split but it also had less sensitivity result which is 73.2% so it doesn’t really make it a good choice.

Lastly (90% training,10% test) 
It has the lowest accuracy (71.3%) and Precision(41.7%)
So it’s the least split option to go for the model

#CART 

CART (Classification and Regression Trees) in R uses the Gini index to determine whether a randomly chosen element would be incorrectly classified. In the Gini index, we assess how likely it is for an element to be misclassified if it was randomly chosen. Generally, the lower the Gini index, the better the split.


#CART tree: 90% training and 10% testing
```{r}
set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.9*nrow(dataset)), replace=F)
trainCart90<-dataset[sample,]
testCart10<-dataset[-sample,]
trainCart90<-trainCart90[,c(7:10,3,5)]
testCart10<-testCart10[,c(7:10,3,5)]
```

```{r}
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart10$Global_Sales
fit.tree = rpart(Global_Sales~ ., data=trainCart90, method = "class", cp=0)
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart10, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
```

```{r}
#Accuracy/precision/sensitivity of model is given by
accuracy90=((510+  150 + 447)/nrow(testCart10))*100
precision90=(((510/851)+(150/211)+(447/507))/3)*100
sensitivity90=(((510/512)+(150/510)+(447/547))/3)*100
specificity90=((((150+54+53+463)/1057)+((510+0+30+463)/1059)+((510+307+2+150)/1022))/3)*100
```

#CART tree: 80% training and 20% testing
```{r}
set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.8*nrow(dataset)), replace=F)
trainCart80<-dataset[sample,]
testCart20<-dataset[-sample,]
trainCart80<-trainCart80[,c(7:10,3,5)]
testCart20<-testCart20[,c(7:10,3,5)]
```


```{r}
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart20$Global_Sales
fit.tree = rpart(Global_Sales~ ., data=trainCart80, method = "class", cp=0)
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart20, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
```

```{r}
#Accuracy/precision/sensitivity of model is given by
accuracy80=((1033+  321 + 875)/nrow(testCart20))*100
precision80=(((1033/1688)+(321/443)+(875/1007))/3)*100
sensitivity80=(((1033/1037)+(321/1036)+(875/1065))/3)*100
specificity80=((((323+112+113+887)/2101)+((1033+1+66+887)/2102)+((1033+600+3+323)/2073))/3)*100
```



#CART tree: 70% training and 30% testing
```{r}
set.seed(15687)
sample<-sample.int(n=nrow(dataset),size=floor(0.7*nrow(dataset)), replace=F)
trainCart70<-dataset[sample,]
testCart30<-dataset[-sample,]
trainCart70<-trainCart70[,c(7:10,3,5)]
testCart30<-testCart30[,c(7:10,3,5)]
```


```{r}
library(rpart)
library(rpart.plot)


Global_Sales.test=testCart30$Global_Sales
fit.tree = rpart(Global_Sales~ ., data=trainCart70, method = "class", cp=0)
fit.tree
rpart.plot(fit.tree)
fit.tree$variable.importance
pred.tree = predict(fit.tree, testCart30, type = "class")
table(pred.tree,Global_Sales.test)
printcp(fit.tree)
```

```{r}
#Accuracy/precision/sensitivity of model is given by
accuracy70=((1569+  466 + 1341)/nrow(testCart30))*100
precision70=(((1569/2535)+(466/636)+(1341/1536))/3)*100
sensitivity70=(((1569/1575)+(321/1529)+(875/1603))/3)*100
specificity70=((((466+166+193+1341)/3132)+((1569+2+96+1341)/3178)+((1033+600+3+323)/3104))/3)*100
```


#CART tree result Evaluation and analysis:
```{r}
table=matrix(c(accuracy90,accuracy80,accuracy70
               ,precision90,precision80,precision70,
               sensitivity90,sensitivity80,sensitivity70,
               specificity90,specificity80,specificity70
               ),ncol=3,byrow=TRUE)
colnames(table)=c('90% train,10% test','80% train,20% test','70% train,30% test')
rownames(table)=c("accuracy","precision","sensitivity","specificity")
finaltable=as.table(table)
finaltable
```

# Evaluation and comparison
First we used the above partitioning for the training set/testing set;An evaluation of a model's  based on one dataset may not be accurate. Different sets of training and test data help to obtain a more sound evaluation of the model.

From the result above we can see that the 70% training set, 30% testing set gave the best accuracy but we don't only judge the accuracy, because if we do that we may use an imbalanced set, let's compare the sensitivity/specificity too, we can notice that the sensitivity  of the 70% training set, 30% testing set is pretty low(58%) so it has imbalance issues so even if the accuracy is high we won't consider it as the best model.
We will see the results of the second best accuracy set which is:80% training set, 20% testing set,
the sensitivity/specificity s pretty high(71%, and 86% respectively), even higher than the 90% training set, 10% testing set(70%, and 86% respectively), so it's pretty balanced. the ratio of true positives to the total number of predicted positives (precision)=73.5% which means only 26.5% is classified as FP!.



# Findings


I will start explaining the results of the best partition(80% training set, 20% testing set)
1-We can notice from the tree that it peridicted for the 3 levels of global_Sales a total of:
[0,000967]:52%
[0.000967,0.00387]:16%
[0.00387,1]:32%
We can notice that a range of Global_sales with [0,000967] is the norm for most of the games, while being in the middle is not common, most of our dataset fells on the lowest or highest of predicted Global_sales.

1-if NA_Sales=[0.00386,1] and EU_Sales=[0.00207,1]  then Global_Sales=[0.00387,1], Games has a high Global_Sales  because their high  EU_Sales and NA_Sales  range of sales , so video games company need to focus on those two regions if they want to improve their Global sales.

you can also acheive high Global_Sales by focusing on keeping your sales on these regions as follow:

2-if NA_Sales=[0.00386,1] and EU_Sales=[0,0.00207] and Other_Sales=[0.00189,1] then you will have a high sales, You can keep the NA_Sales and Other_Sales region high while ignoring EU_Sales to also acheive high Global_Sales.

3-if NA_Sales=[0,000482),[0.000482,00386] and other_Sales=[0.00189,1], and NA_Sales=[0,000482) and EU_Sales=[0,0.00207) then you will have high Gloabl_Sales.

You can also have low NA_Sales and EU_Sales, while having Other_Sales high to achieve high Global_Sales.




# Clustring:

Clustering is a technique used to group similar data points together based on their inherent characteristics or similarities.
 So our goal of clustering is to identify patterns, structures, or relationships within 
a dataset without any prior knowledge of the groups or classes that may exist.


# 1:Preprossening before clustring 

before starting the clustring process we need to remove the class label since clustring is an unsupervised learning , but before removing the class label We stored it in a varible just in case of further need(We need it to compute Bcubed precision and recall),Then we need to transform each factor coulnm to numeric because it's essential to convert factor variables to numeric ones due to the algorithmic requirements of clustring(Kmeans) and the characteristics of factor variables.

```{r}
# We stored the class label in a varible just in case of further need(We need it to compute Bcubed precision and recall)

classLabel<-dataset$Global_Sales

```


```{r}
# Removing the classLabel before the clustring process
datasetClustering<- dataset[,-10]
```


```{r}
# We removed columns that are not relevant to the clustering process and can distort the result 
datasetClustering <- dataset[, setdiff(3:9, c(4, 6))]
View(datasetClustering)
```


```{r}

##converting factors to numric to apply kmeans method , it's essential to convert factor variables to numeric ones due to the algorithmic requirements of K-means and the characteristics of factor variables.

datasetClustering$Platform <- as.numeric(as.character(datasetClustering$Platform))
datasetClustering$Genre <- as.numeric(as.character(datasetClustering$Genre))
View(datasetClustering)
```

After preprocessing the data now we will start performing the clustering technique on the processed dataset.




# 2:Kmeans

We chose K-means clustering as our clustring method because it excels in handling large datasets, offering prompt and easily understandable insights. It is beneficial for exploring data, facilitating the quick detection of potential data clusters.

# 3:Choosing the number of clusters K

# 1-Silhouette method
This graph depicts the process of finding the optimal number of clusters for a dataset using the Silhouette method. The x-axis represents the number of clusters (k) considered in the analysis, ranging from 1 to 10. The y-axis shows the average Silhouette width, which is a measure of how similar an object is to its own cluster compared to other clusters.

```{r}
fviz_nbclust(datasetClustering, kmeans, method = "silhouette")+labs(subtitle = "Silhouette method")
```

The plot shows a peak at k=3, where the average Silhouette score is the highest. This suggests that the data points are, on average, closer to other points in their own cluster and farther from points in other clusters when the data is divided into three clusters. As a result, according to the Silhouette method, k=3 is the optimal number of clusters.

# 2- Elbow method
The Elbow Method using Within-Cluster Sum of Squares (WSS) is a technique to determine the optimal number of clusters in K-means clustering. It involves running the clustering algorithm for a range of cluster numbers and calculating the WSS for each. WSS is the sum of squared distances of each point to its cluster centroid. As the number of clusters increases, WSS tends to decrease; the goal is to find the point where increasing the number of clusters does not lead to a significant decrease in WSS. This point, visually resembling an elbow on a plot of WSS against the number of clusters, is considered the optimal number of clusters.
```{r}
fviz_nbclust(datasetClustering, kmeans, method = "wss") +
  geom_vline(xintercept = 4, linetype = 2)+
  labs(subtitle = "Elbow method")
```

As shown in the above graph , 4 is the value that resembles an elbow in the plot(The turnning point) wich means it is the optimal value of K the we will use in our clustring process.

In conclusion, we will choose K=4 for our clustering process, as it marks the turning point on the Elbow Method curve, indicating an optimal balance in cluster compactness and separation. Additionally, we will utilize K=3 and K=6, as these values maximize the average silhouette width, with K=3 being the primary maximizer and K=6 the secondary. By selecting these specific K values, we aim to achieve a satisfactory level of precision and recall in our clustering analysis, ensuring both the relevance and completeness of the clustered data.



# k-means clustering, visualization and evaluation

# 1- k=3 

```{r}
set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 3)

# print the clusterng result
kmeans.result
```



```{r}
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
```

```{r}
#average silhouette for cluster  k=3
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
```

```{r}
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
```

```{r}
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
```

As the graph of K=3 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and wide distance in the cluster itself as the high value of wss  indicate (78.5 %) ,the recall value is high which is 1 , the value of precision 0.004823151  is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.55 which is relatively good for the clustering process, Overall, the plot suggests that dividing the data into 3 clusters seems appropriate because the average Silhouette score is high.



# 2- k=4

```{r}
set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 4)

# print the clusterng result
kmeans.result
```



```{r}
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
```

```{r}
#average silhouette for cluster  k=4
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
```

```{r}
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
```

```{r}
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
```

As the graph of K=4 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and some wide distance in the cluster itself as the high value of wss indicate(85.3 %) ,the recall value is high which is 1  , the value of precision  0.006430868  is low which can be duo to the presence of outliers ,the value of average silhouette width is 0.54 which is relatively good for the clustering process, Overall, the plot suggests that dividing the data into 4 clusters seems appropriate but it would better if choose k=3 because it has highe  average silhouette widthand  lower wss value .


# 3- k=6

```{r}
set.seed(5000)
kmeans.result <- kmeans(datasetClustering, 6)

# print the clusterng result
kmeans.result
```



```{r}
# visualize clustering
library(factoextra)
fviz_cluster(kmeans.result, data = datasetClustering)
```

```{r}
#average silhouette for cluster  k=6
library(cluster)
avg_sil <- silhouette(kmeans.result$cluster,dist(datasetClustering))
fviz_silhouette(avg_sil)
```

```{r}
#Within-cluster sum of squares wss 
wss <- kmeans.result$tot.withinss
print(wss)
```

```{r}
#BCubed
kmeans_cluster <- c(kmeans.result$cluster)

ground_truth <- c(classLabel)

data <- data.frame(cluster = kmeans_cluster, label = ground_truth)

# Function to calculate BCubed precision and recall
  bcubed <- function(data) {
  n <- nrow(data)
  total_precesion <- 0
  total_recall <- 0

  for (i in 1:n) {
    cluster <- data$cluster[i]
    label <- data$label[i]
    
# Count the number of items from the same category within the same cluster
intersection <- sum(data$label[data$cluster == cluster] == label)
    
# Count the total number of items in the same cluster
total_same_cluster <- sum(data$cluster == cluster)
    
# Count the total number of items with the same category
total_same_category <- sum(data$label == label)
    
# Calculate precision and recall for the current item and add them to the sums
total_precesion <- total_precesion + intersection /total_same_cluster
total_recall <- total_recall + intersection / total_same_category
  }

  # Calculate average precision and recall
  precision <- total_precesion / n
  recall <- total_recall / n

  return(list(precision = precision, recall = recall))
}

# Calculate BCubed precision and recall
metrics <- bcubed(data)

# Extract precision and recall from the metrics
precision <- metrics$precision
recall <- metrics$recall

# Print the results
cat("BCubed Precision:", precision, "\n")

cat("BCubed Recall:", recall, "\n")
```



| Measure                             | K=3        | K=4        | K=6        |
|:------------------------------------|-----------:|-----------:|-----------:|
| Average Silhouette width            | 0.55       | 0.54       | 0.52       |
| Total within-cluster sum of square  | 10330.95   | 7024.453   | 4559.055   |
| BCubed precision                    | 0.00482315 | 0.00643087 | 0.00964630 |
| BCubed recall                       | 1.00       | 1.00       | 1.00       |




As the graph of K=6 illustrated , there is a noticeable overlapping between the clusters that effect the cluster performance duo to the similarity between clusters and wide distance in the cluster itself as the high value of wss indicate (90.5%) ,the recall value is acceptable which is 0.22 and it is the lowest value between the other clusters, the value of precision 0.02 is low which can be duo to the presence of outliers, the value of average silhouette width is 0.52 which is bad for the clustering process it. Overall, the plot suggests that dividing the data into 3 clusters seems appropriate because the average Silhouette score .





>>>>>>> Stashed changes